WO2021124554A1 - Information processing device, control method, and storage medium - Google Patents

Information processing device, control method, and storage medium Download PDF

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Publication number
WO2021124554A1
WO2021124554A1 PCT/JP2019/050116 JP2019050116W WO2021124554A1 WO 2021124554 A1 WO2021124554 A1 WO 2021124554A1 JP 2019050116 W JP2019050116 W JP 2019050116W WO 2021124554 A1 WO2021124554 A1 WO 2021124554A1
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Prior art keywords
conference
synchronization
degree
participants
information
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PCT/JP2019/050116
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French (fr)
Japanese (ja)
Inventor
恵 渋谷
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日本電気株式会社
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Priority to PCT/JP2019/050116 priority Critical patent/WO2021124554A1/en
Priority to JP2021565290A priority patent/JP7400832B2/en
Publication of WO2021124554A1 publication Critical patent/WO2021124554A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/10Office automation; Time management

Definitions

  • the present invention relates to a technical field of an information processing device, a control method, and a storage medium for processing information related to a conference.
  • a method has been proposed in which the biometric information of the participants in the conference is acquired and the state of the participants in the conference is estimated.
  • Patent Document 1 a conversation in which a utterance text is extracted from the voice data of the utterance in the conversation and the satisfaction level in the conversation of a specific speaker is estimated based on the transition of the utterance intention estimated from the extracted utterance text. Satisfaction estimation devices are disclosed.
  • Patent Document 1 discloses that the individual satisfaction of the participants of the conference is measured, but the quality of the conference cannot be accurately evaluated only by measuring the individual satisfaction of the participants.
  • An object of the present invention is to provide an information processing device, a control method, and a storage medium capable of suitably calculating an index for evaluating the quality of a conference in view of the above-mentioned problems.
  • One aspect of the information processing device is an information processing device, which is between a biometric information acquisition unit that acquires biometric information of a plurality of participants in a conference and the plurality of participants in the conference based on the biometric information.
  • the synchronization difficulty that determines the synchronization difficulty, which is the synchronization difficulty between the participants. It has a degree determination unit and a second synchronization degree calculation unit that calculates a second synchronization degree obtained by weighting the first synchronization degree by the synchronization difficulty level.
  • One aspect of the control method is a control method executed by an information processing apparatus, in which biometric information of a plurality of participants in a conference is acquired, and based on the biometric information, synchronization between the plurality of participants in the conference is performed.
  • the first synchronization degree which is the degree
  • the synchronization difficulty level which is the difficulty level of synchronization between the participants
  • the second degree of entrainment weighted by the degree is calculated.
  • One aspect of the storage medium is a biometric information acquisition unit that acquires biometric information of a plurality of participants in the conference, and a first synchronization degree that is a degree of synchronization between the plurality of participants in the conference based on the biometric information.
  • the first synchronization degree calculation unit for calculating the above
  • the synchronization difficulty determination unit for determining the synchronization difficulty which is the synchronization difficulty between the participants based on the attribute information of the plurality of participants
  • the first synchronization degree determination unit It is a storage medium that stores a program that functions a computer as a second tuning degree calculation unit that calculates a second tuning degree in which the tuning degree is weighted by the tuning difficulty level.
  • the degree of synchronization suitable for evaluating the quality of the conference can be suitably calculated in consideration of the degree of difficulty of synchronization based on the attributes of the conference participants.
  • the configuration of the conference evaluation system is shown.
  • (A) The block configuration of the information processing apparatus is shown.
  • (B) The block configuration of the display terminal is shown.
  • This is an example of a functional block of a processor of an information processing device.
  • This is an example of a flowchart showing the procedure of the conference analysis process in the first embodiment.
  • This is a display example of the conference evaluation list screen.
  • This is a display example of the conference evaluation individual screen.
  • the schematic configuration of the conference evaluation system in the modified example is shown. This is an example of a flowchart showing the procedure of the conference analysis process in the second embodiment. It is a schematic block diagram of the information processing apparatus in 3rd Embodiment.
  • FIG. 1 shows the configuration of the conference evaluation system 100 according to the first embodiment.
  • the conference evaluation system 100 is a system that evaluates the quality of a conference based on the biometric information of the participants of the conference in the conference room 5 (also referred to as “conference participants”).
  • the conference evaluation system 100 mainly displays the information processing device 1, the storage device 2, the biological information detection sensor 3 that detects the biological information of the conference participants, and the information processing device 1 regarding the evaluation of the quality of the conference. It has a display terminal 4 that makes a request.
  • the conference room 5 may be a space where a conference is held, and may be, for example, an open conference space existing in a living room and not surrounded by a wall.
  • the information processing device 1 generates a display signal "S2" to be transmitted to the display terminal 4 by referring to the information stored in the storage device 2, and transmits the display signal S2 to the display terminal 4.
  • the information processing device 1 calculates the degree of synchronization between the conference participants for each conference held, and indicates a score indicating the evaluation of the quality of the conference based on the degree of synchronization between the conference participants (also referred to as "conference score"). Call.) Is calculated.
  • the biometric information detection sensor 3 is provided for each conference participant, and transmits a detection signal "S1" indicating the biometric information of the conference participant during the conference to the information processing device 1 or the storage device 2.
  • the biological information detection sensor 3 may be a wearable sensor worn by the conference participant at the time of the conference, or may be a sensor built in the chair on which the conference participant sits. Further, the biological information detection sensor 3 preferably includes the identification information (personal ID) of the conference participant for which the biological information detection sensor 3 detects the biological information in the detection signal S1.
  • the biometric information detection sensor 3 may acquire the personal ID of the conference participant before the conference by accepting the user input, and before the conference by arbitrary biometric authentication such as fingerprint authentication and iris authentication for the conference participant.
  • the identification information of the conference participants may be obtained. Further, the biometric information detection sensor 3 detects, in addition to the personal ID of the conference participant, time information capable of specifying the detection time of the biometric information, identification information of the biometric information detection sensor 3 (for example, device ID), and the like. Included in S1.
  • the personal ID may be an ID assigned by the organization (company) to which the customer belongs, or may be an ID assigned by a public institution, such as face authentication, iris authentication, or fingerprint authentication. It may be identification information used in biometric authentication.
  • the storage device 2 stores information necessary for the information processing device 1 to calculate the conference score.
  • the storage device 2 functionally includes a conference information storage unit 20, a personal attribute information storage unit 21, a biological information storage unit 22, and a conference analysis information storage unit 23.
  • the conference information storage unit 20 stores conference information, which is basic information about the conference being held or held.
  • the conference information includes, for example, information such as conference identification information (meeting ID), conference room identification information to be used (meeting room ID), reservation date and time, usage time, and personal ID of conference participants.
  • the conference information is, for example, reservation information designated through a conference reservation system (not shown) before the conference is held.
  • the information processing device 1 recognizes the conference participants, the time zone in which the conference was held, and the like based on the time-series detection signal S1 generated by the biometric information detection sensor 3 during the conference, thereby providing the conference information described above. May be automatically generated.
  • the detection signal S1 includes the personal ID of the conference participant to be detected, time information indicating the detection time, and the like.
  • the personal attribute information storage unit 21 stores the attribute information of each individual who may be a conference participant.
  • the attribute information stored in the personal attribute information storage unit 21 is used for weighting the degree of synchronization between the participants, which will be described later.
  • the attribute information stored in the personal attribute information storage unit 21 includes, for example, one or more individual attributes related to the difficulty of synchronization among participants such as job title, job title, age, job type, gender, and personality. This is the information to be shown.
  • the personal attribute information storage unit 21 stores these attribute information in association with the personal ID.
  • the biometric information storage unit 22 stores the biometric information of each conference participant during the conference.
  • the biological information stored in the biological information storage unit 22 is, for example, time-series data of the pulse during the meeting.
  • the biological information is not limited to the pulse rate, and may be time-series data such as brain waves and sweating amount of the conference participants during the conference.
  • the biometric information storage unit 22 stores the biometric information of each conference participant during the conference based on the detection signal S1 generated by the biometric information detection sensor 3 during the conference.
  • the detection signal S1 may be transmitted to the information processing device 1 or may be transmitted to the storage device 2. In the former case, the information processing device 1 stores the biometric information based on the received detection signal S1 in the biometric information storage unit 22.
  • the biometric information storage unit 22 stores the biometric information of each conference participant in association with the personal ID and time information of the conference participant included in the corresponding detection signal S1. Further, the biometric information storage unit 22 may store the conference ID of the conference in which the detection signal S1 is generated in the biometric information storage unit 22 in association with the biometric information based on the detection signal S1.
  • the conference ID is specified based on, for example, the conference information of the conference information storage unit 20 (for example, the time zone of the conference) and the time information included in the detection signal S1. If the detection signal S1 contains information that can identify the conference room 5 (for example, the device ID of the biometric information detection sensor 3 associated with the conference ID of the conference room 5), the information and the conference information.
  • the conference ID may be specified by further referring to the conference room information included in.
  • the conference analysis information storage unit 23 stores conference analysis information indicating the analysis result by the information processing device 1 for each held conference.
  • the conference analysis information is based on the information processing device 1, for example, information on the degree of synchronization between participants calculated by the information processing device 1 based on the biometric information stored in the biometric information storage unit 22, information on the conference score, and the like.
  • Various information necessary for generating the display signal S2 may be included.
  • the information processing device 1 calculates the conference score and displays the signal S2. Various information necessary for the generation of the above may be stored.
  • the storage device 2 may be an external storage device such as a hard disk connected to or built in the information processing device 1, or may be a storage medium such as a flash memory that can be attached to and detached from the information processing device 1. .. Further, the storage device 2 may be composed of one or a plurality of server devices that perform data communication with the information processing device 1. Further, the database or the like stored in the storage device 2 may be distributed and stored by a plurality of devices or storage media.
  • the display terminal 4 is a terminal used by a person who browses the evaluation of the held conference, and displays information on the evaluation of the held conference based on the display signal S2 supplied from the information processing device 1.
  • the configuration of the conference evaluation system 100 shown in FIG. 1 is an example, and various changes may be made to the configuration.
  • the information processing device 1 and the storage device 2 may be configured by one device.
  • the information processing device 1 and the display terminal 4 may be configured by one device.
  • the information processing device 1 may be composed of a plurality of devices. In this case, the plurality of devices constituting the information processing device 1 exchange information necessary for executing the pre-assigned process between the plurality of devices.
  • FIG. 2 (A) shows an example of the block configuration of the information processing apparatus 1.
  • the information processing device 1 includes a processor 11, a memory 12, and a communication unit 13 as hardware.
  • the processor 11, the memory 12, and the communication unit 13 are connected via the data bus 19.
  • the processor 11 executes a predetermined process by executing the program stored in the memory 12.
  • the processor 11 is a processor such as a CPU (Central Processing Unit) and a GPU (Graphics Processing Unit). The process executed by the processor 11 will be specifically described with reference to the functional block diagram of FIG.
  • the memory 12 is composed of various memories such as a RAM (Random Access Memory), a ROM (Read Only Memory), and a non-volatile memory. Further, the memory 12 stores a program for the information processing apparatus 1 to execute a predetermined process. Further, the memory 12 is used as a working memory and temporarily stores information and the like acquired from the storage device 2. The memory 12 may function as the storage device 2. Similarly, the storage device 2 may function as the memory 12 of the information processing device 1. The program executed by the information processing device 1 may be stored in a storage medium other than the memory 12.
  • the communication unit 13 is a communication module for data communication between an external device such as a storage device 2, a biological information detection sensor 3, and a display terminal 4 and an information processing device 1, or an interface connected to the communication module.
  • the configuration of the information processing device 1 is not limited to the configuration shown in FIG. 2 (A).
  • the information processing device 1 may be connected to at least one of an input unit that receives input by a user, a display unit such as a display, or a sound output device such as a speaker, or may incorporate at least one of these.
  • the information processing device 1 may be a tablet-type terminal or the like in which an input function and an output function are integrated with the main body.
  • FIG. 2B shows an example of the block configuration of the display terminal 4.
  • the display terminal 4 includes an input unit 40, a processor 41, a memory 42, a communication unit 43, and a display unit 44 as hardware. Each element of these display terminals 4 is connected via a data bus 49.
  • the input unit 40 accepts an input or the like for the viewer to specify information to be displayed on the display terminal 4.
  • the input unit 40 is, for example, a button, a switch, a touch panel, a voice input device, or an interface connected to these.
  • the processor 41 executes a predetermined process by executing the program stored in the memory 42.
  • the processor 41 is a processor such as a CPU and a GPU.
  • the memory 42 is composed of various types of memory such as RAM, ROM, and non-volatile memory. Further, the memory 42 stores a program for the display terminal 4 to execute a predetermined process. Further, the memory 42 is used as a working memory.
  • the communication unit 43 is a communication module for the display terminal 4 to communicate with other devices such as the information processing device 1, or an interface for electrically connecting these to the display terminal 4.
  • the display unit 44 is an interface for electrically connecting the display, the projector, or the display terminal 4.
  • FIG. 3 is an example of a functional block of the processor 11 of the information processing device 1.
  • the processor 11 of the information processing device 1 has a biological information acquisition unit 30, a biological index calculation unit 31, a first synchronization degree calculation unit 32, a synchronization difficulty determination unit 33, and a second synchronization degree calculation. It has a unit 34, a conference score calculation unit 35, and a display control unit 36.
  • the biometric information acquisition unit 30 acquires time-series biometric information during the conference of the conference participants of the conference for which the conference score should be calculated from the biometric information storage unit 22.
  • the conference for which the conference score should be calculated may be, for example, a conference specified by a display request received from the display terminal 4, and is a conference immediately after the end (that is, a conference immediately after the transmission of the detection signal S1 is completed). May be.
  • the biometric information acquisition unit 30 refers to, for example, the conference information storage unit 20, recognizes the time zone in which the conference for which the conference score should be calculated was held, and the conference of each conference participant acquired in the time zone.
  • the biometric information in the time series is acquired from the biometric information storage unit 22.
  • the biometric index calculation unit 31 uses the biometric information of each conference participant acquired by the biometric information acquisition unit 30 as an index (also referred to as “biological index”) for a living body suitable for calculating the degree of synchronization between participants. Convert.
  • This biological index may be, for example, an arousal degree (that is, a degree of tension) or an index indicating a degree of comfort / discomfort (that is, a positiveness).
  • the biometric index calculation unit 31 generates time-series data of the biometric index of each conference participant during the conference.
  • the first synchronization degree calculation unit 32 is based on the time-series data of the biometric index of each conference participant in the conference generated by the biometric index calculation unit 31, and the synchronization degree between the participants (also referred to as “first synchronization degree Ds1”). Call.) Is calculated.
  • the first entrainment degree Ds1 indicates the entrainment degree between the participants before weighting is performed by the entrainment difficulty level described later.
  • First tuning calculation unit 32 the two parties to be selected from the conference participants in the subject of the meeting all combinations (i.e. the number of conference participants "n" to the n C 2 pieces of combination) of (pair), the 1
  • the degree of synchronization Ds1 is calculated.
  • the first synchronization degree calculation unit 32 performs a process of collating the time series data of the biometric index of the pair of the target conference participants to obtain the first synchronization degree Ds1 in the time series during the conference. calculate.
  • the first synchronization degree calculation unit 32 divides, for example, the time zone in which the meeting was held at predetermined time intervals, and divides the time zone into each time zone to obtain the biometric index of the two target meeting participants. Calculate the cross-correlation function with the time difference (time lag) as a variable for the time series data. Then, the first tuning degree calculation unit 32 calculates, for example, a value at which the positive correlation indicated by the cross-correlation function is maximized within a predetermined time difference range or a value obtained by normalizing the value for each divided time zone. Then, the calculated value is calculated as the first synchronization degree Ds1 in each divided time zone.
  • the above-mentioned predetermined time difference is predetermined in consideration of, for example, the maximum time of the time difference until one of the conference participants responds when one of the conference participants speaks.
  • the first synchronization degree calculation unit 32 determines the time for which the first synchronization degree Ds1 is calculated for each predetermined interval with respect to the time zone in which the conference was held, and sets the first synchronization degree Ds1 at each of the time zones. It may be calculated. In this case, for example, the first synchronization degree calculation unit 32 determines a time zone having a predetermined time length centered on the time for each time to be calculated for the first synchronization degree Ds1.
  • the first synchronization degree calculation unit 32 creates a cross-correlation function with a time lag as a variable for the time series data of the biometric index Idx of the two target conference participants in the time zone determined for each target time. calculate. Then, the first tuning degree calculation unit 32 has a value or a value at which the positive correlation indicated by the cross-correlation function is maximized within a predetermined time lag in the time zone determined for each time of the calculation target of the first tuning degree Ds1. The value obtained by normalizing the value is calculated as the first synchronization degree Ds1 at each time. In this case, the time zones determined for each time of the calculation target of the first synchronization degree Ds1 may overlap between adjacent times.
  • the first synchronization degree calculation unit 32 is not limited to the cross-correlation function, but is based on an arbitrary algorithm for calculating the similarity (correlation degree) of two time-series data, and the time-series of the biomarkers of the target conference participants.
  • the first degree of synchronization Ds1 between the conference participants may be calculated from the data.
  • the first synchronization degree calculation unit 32 calculates the similarity (correlation degree) of the time series data for each type of biometric index. Then, the first synchronization degree calculation unit 32 calculates the first synchronization degree Ds1 by performing statistical processing such as an ensemble average on the similarity calculated for each type of bioindex.
  • the synchronization difficulty determination unit 33 determines the synchronization difficulty level (“synchronization difficulty level”) for the set of conference participants for which the first synchronization degree Ds1 is calculated based on the attribute information of the conference participants acquired from the personal attribute information storage unit 21. Also referred to as "Dd").
  • the synchronization difficulty determination unit 33 recognizes the position or position of each conference participant from the personal attribute information storage unit 21, and the combination of the conference participants whose position or position is separated is the more the combination of the conference participants participates in the conference. Increase the synchronization difficulty Dd for the combination of people.
  • the synchronization difficulty determination unit 33 quantifies the position or position of each conference participant with reference to a map or the like, and determines a predetermined formula or map (look-up table) from the difference in the quantified position or position. ) To calculate the tuning difficulty level Dd.
  • the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on the job type of each conference participant.
  • the synchronization difficulty determination unit 33 refers to the map showing the correspondence between the combination of job types of the conference participants and the synchronization difficulty Dd, and thereby participates in each conference specified by referring to the personal attribute information storage unit 21.
  • the difficulty level Dd of synchronization between the target conference participants is calculated from the job type of the person.
  • the synchronization difficulty determination unit 33 may set the synchronization difficulty Dd lower for similar occupations.
  • the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on the age of each conference participant. In this case, the synchronization difficulty determination unit 33 refers to the formula, the map, or the like, and sets the synchronization difficulty Dd higher as the age difference of the conference participants increases.
  • the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on a plurality of attributes of each conference participant.
  • the plurality of attributes described above correspond to, for example, any combination selected from at least two of the job title or position in the first example, the job title in the second example, the age in the third example, and other attributes.
  • the tuning difficulty determination unit 33 digitizes each attribute with reference to a predetermined map or the like, and determines the tuning difficulty Dd based on the calculation formula of the tuning difficulty Dd using the digitized attribute as a variable. calculate.
  • the synchronization difficulty level determination unit 33 instead of using the above-mentioned calculation formula of the synchronization difficulty level Dd, the synchronization difficulty level determination unit 33 refers to a predetermined map and combines a plurality of attributes of each target conference participant. Therefore, the corresponding tuning difficulty level Dd may be determined.
  • the formulas or maps in the first to fourth examples are stored in the storage device 2 or the memory 12 in advance.
  • the second synchronization degree calculation unit 34 is supplied from the first synchronization degree calculation unit 32 based on the synchronization difficulty level Dd supplied from the synchronization difficulty level determination unit 33 for each combination of the conference participants of the target conference.
  • the synchronization degree also referred to as “second synchronization degree Ds2”
  • the second tuning degree calculation unit 34 calculates the second tuning degree Ds2 by multiplying the corresponding first tuning degree Ds1 by the tuning difficulty level Dd for each combination of conference participants.
  • the first synchronization degree Ds1 is a time-series value during the conference
  • the second synchronization degree calculation unit 34 is a time-series obtained by multiplying each value of this time-series by the synchronization difficulty level Dd. The value is calculated as the second tuning degree Ds2.
  • the conference score calculation unit 35 is based on all the second synchronization degrees Ds2 calculated by the second synchronization degree calculation unit 34, that is, the second synchronization corresponding to all combinations in which two are selected from the conference participants of the target conference.
  • the conference score is calculated based on the degree Ds2.
  • the conference score calculation unit 35 averages the second synchronization degree Ds2 calculated by the second synchronization degree calculation unit 34 on the time axis of the second synchronization degree Ds2 in the time zone of the conference (that is, time average). ), And the time average of the second synchronization degree Ds2 is further averaged for all combinations of conference participants (that is, the ensemble average is calculated) to calculate the conference score.
  • a predetermined range for example, an integer from 1 to 10
  • the conference score calculation unit 35 stores the calculated conference score and various information used for calculating the conference score in the conference analysis information storage unit 23 as conference analysis information in association with the conference ID of the target conference.
  • the above-mentioned conference analysis information includes, for example, information indicating a conference score, a first synchronization degree Ds1, a second synchronization degree Ds2, a synchronization difficulty level Dd, a biometric index, and the like used for calculating the conference score.
  • Such information is suitably used in the display processing by the display control unit 36.
  • the display control unit 36 refers to the conference analysis information storage unit 23 and displays a screen (also referred to as a “conference evaluation screen”) relating to the evaluation of the quality of the conference specified in the display request transmitted from the display terminal 4.
  • Display signal S2 is generated. Then, the display control unit 36 transmits the display signal S2 to the display terminal 4 to cause the display terminal 4 to display the conference evaluation screen.
  • a specific example of this conference evaluation screen will be described later.
  • Each component of unit 36 can be realized, for example, by the processor 11 executing a program. More specifically, each component can be realized by the processor 11 executing the program stored in the memory 12. Further, each component may be realized by recording a necessary program on an arbitrary non-volatile recording medium and installing it as needed. It should be noted that each of these components is not limited to being realized by software by a program, and may be realized by a combination of hardware, firmware, software, or the like.
  • each of these components may be realized by using a user-programmable integrated circuit such as an FPGA (field-programmable gate array) or a microcomputer.
  • this integrated circuit may be used to realize a program composed of each of the above components.
  • each component may be realized by hardware other than the processor 11. The above is the same in other embodiments described later.
  • FIG. 4 is an example of a flowchart showing a procedure of conference analysis processing related to calculation of a conference score and the like.
  • the information processing apparatus 1 receives a display request from the display terminal 4, the information processing device 1 executes the flowchart of FIG. 4 for the conference designated by the display request.
  • the information processing device 1 recognizes the time zone in which the conference for which the conference score should be calculated is held by referring to the conference information storage unit 20, and targets the conference in which the time zone has passed. Execute the flowchart of 4.
  • the information processing device 1 executes the flowchart of FIG. 4 for a conference in which transmission of the detection signal S1 by the biological information detection sensor 3 is completed (stopped).
  • the biometric information acquisition unit 30 of the information processing device 1 refers to the biometric information storage unit 22 and acquires the biometric information of the conference participants in the target conference (step S11). Then, the biometric index calculation unit 31 calculates the time-series biometric index of each conference participant from the biometric information acquired in step S11 (step S12).
  • the first synchronization degree calculation unit 32 calculates the first synchronization degree Ds1 among the participants based on the time-series biometric index of each conference participant calculated in step S12 (step S13). In this case, when the number of conference participants in the target conference is n, the first synchronization degree calculation unit 32 sets the time series of the target conference participants for each combination of the two n C 2 sets. The first degree of synchronization Ds1 is calculated based on the biometric index.
  • the tuning difficulty determination unit 33 determines the tuning difficulty Dd for each combination of the conference participants who calculated the first tuning Ds1 (step S14).
  • the synchronization difficulty determination unit 33 refers to the attribute information of the conference participants stored in the personal attribute information storage unit 21, and sets the synchronization difficulty Dd based on the similarity of the attributes of the conference participants and the like. Determined for all combinations of participants.
  • the second tuning degree calculation unit 34 calculates the second tuning degree Ds2 in which the first tuning degree Ds1 is weighted by the corresponding tuning difficulty level Dd (step S15).
  • the information processing apparatus 1 can suitably calculate the second tuning degree Ds2, which is the tuning degree considering the difficulty of tuning estimated from the attributes of the conference participants.
  • the conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the conference participants calculated in step S15 (step S16). As a result, the conference score calculation unit 35 can suitably calculate the conference score for evaluating the quality of the target conference based on the degree of synchronization among the conference participants. In addition to this, in step S16, the conference score calculation unit 35 associates the calculated conference score and the conference analysis information including various information used for calculating the conference score with the conference ID of the target conference for conference analysis. It is stored in the information storage unit 23.
  • the display control unit 36 After that, the display control unit 36 generates a display signal S2 based on the conference analysis information stored in the conference analysis information storage unit 23 based on the display request transmitted from the display terminal 4, and displays the generated display signal S2. It is transmitted to the display terminal 4 which is the source of the request.
  • the conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the conference participants, and instead of calculating the conference score, the conference is based on the second synchronization degree Ds2 of some combinations of the conference participants.
  • the score may be calculated.
  • the conference score calculation unit 35 determines the number of the second synchronization degree Ds2 used for the conference score in advance, and the second synchronization degree Ds2 used for calculating the conference score is used for all combinations of the conference participants. It may be randomly selected from the second tuning degree Ds2 of.
  • FIG. 5 is a display example of a conference evaluation screen (also referred to as a “meeting evaluation list screen”) displaying a list of evaluations for a plurality of conferences.
  • the display control unit 36 of the information processing device 1 displays the conference evaluation list screen including the conference list 51, the conference selection button 52, and the detailed screen display button 53. It is displayed on the display terminal 4.
  • the conference list 51 is a table showing a list of information related to the conference for which the conference score has been calculated, and mainly has each item of the conference ID, the conference room, the conference date and time, the number of participants, and the conference score.
  • the display control unit 36 extracts the contents of each item of the conference ID, the conference room, the conference date and time, and the number of participants from the conference information stored in the conference information storage unit 20. Further, the display control unit 36 extracts the conference score from the conference analysis information stored in the conference analysis information storage unit 23.
  • the conference score is evaluated on a 10-point scale from 1 to 10 as an example.
  • the conference selection button 52 is a group of buttons provided for each conference listed in the conference list 51, and a plurality of selections can be made.
  • FIG. 6 shows a state in which the conference selection button 52 of the conference with the conference ID “M101” is selected.
  • the detail screen display button 53 is a button for designating the display of the screen showing the detailed analysis result of the conference corresponding to the selected conference selection button 52.
  • the display control unit 36 detects the selection of the detailed screen display button 53, the display control unit 36 generates a screen display signal S2 showing a detailed analysis result of the conference corresponding to the selected conference selection button 52, and generates the display signal S2. It is transmitted to the display terminal 4.
  • FIG. 6 is a display example of a conference evaluation screen (also referred to as a “meeting evaluation individual screen”) showing a detailed analysis result of one conference selected on the conference evaluation list screen of FIG.
  • the display control unit 36 is in a state where the conference selection button 52 of the conference with the conference ID “M101” is selected on the conference evaluation list screen of FIG. Detects that the detail screen display button 53 is selected. Then, the display control unit 36 generates the display signal S2 of the conference evaluation individual screen related to the conference of the conference ID “M101” and transmits the display signal S2 to the display terminal 4, so that the conference evaluation individual screen shown in FIG. 6 is displayed. Is displayed on the display terminal 4.
  • the display control unit 36 has a participant list display field 54, a biometric index selection field 55, a biometric index display field 56, a synchronization degree selection field 57, and a synchronization degree display field 58 on the conference evaluation individual screen.
  • the conference score display field 59 are displayed.
  • the information processing apparatus 1 determines the synchronization difficulty level Dd using the job title information, which is one of the attribute information, and the second synchronization level based on the determined synchronization difficulty level Dd. Ds2 and conference score are calculated.
  • the job title will be represented by lowercase letters (a to c) and numerical values (1 to 5), the lowercase letter a will represent the highest job title, and the lowercase letter c will represent the lowest job title. To do.
  • the lowercase alphabets are the same, the lower the number, the higher the position.
  • the participant list display column 54 shows a list of conference participants in the target conference.
  • the display control unit 36 displays the combination of the name and job title of each conference participant on the participant list display field 54, and assigns each conference participant a unique uppercase alphabet (A to C). Is displayed.
  • the display control unit 36 is a target based on, for example, the personal ID of each conference participant stored in the conference information storage unit 20 and the attribute information for each personal ID stored in the personal attribute information storage unit 21. Obtain information on the names and positions of the participants in the conference.
  • the biometric index selection field 55 is a field in which the viewer selects a biometric index to be displayed in the biometric index display field 56.
  • the biometric index selection field 55 is a pull-down menu format selection field, and one or a plurality of types of biometric indexes that can be calculated from the biometric information of the target conference participants are displayed in the biometric index display field 56. Accepts the selection of biomarkers to be displayed.
  • the biometric index display column 56 is a column for displaying a time-series graph of the biometric index selected in the biometric index selection column 55 during the meeting of each conference participant.
  • the display control unit 36 acquires, for example, time-series data for each conference participant of the biometric index selected in the biometric index selection field 55 from the conference analysis information storage unit 23 or the like, and sets the selected biometric index and time. A graph showing the time series data for each conference participant acquired on the dimensional coordinates is displayed.
  • the display control unit 36 associates the time-series data of the alertness of each conference participant with each of the uppercase alphabets assigned to each conference participant in the participant list display field 54, and displays the biometric index. It is displayed on the column 56.
  • the tuning degree selection field 57 is a field for selecting the tuning degree (first tuning degree Ds1 or second tuning degree Ds2) to be displayed in the tuning degree display field 58.
  • the tuning degree selection field 57 is a pull-down menu type selection field, and is the first tuning degree Ds1 which is the tuning degree before weighting based on the tuning difficulty level Dd or the tuning degree after weighting based on the tuning difficulty level Dd. Accepts the selection of any of the second tuning degrees Ds2.
  • the synchronization degree display column 58 displays a time-series graph of the synchronization degree (second synchronization degree Ds2 in FIG. 6) selected in the synchronization degree selection column 57 for all combinations of conference participants (three sets in FIG. 6). It is a column.
  • the display control unit 36 refers to the conference analysis information storage unit 23, and displays a graph showing the transition of the second synchronization degree Ds2 in the conference corresponding to all combinations (3 sets) of the conference participants. indicate.
  • the display control unit 36 is a graph showing the time transition of the second synchronization degree Ds2 of the time series registered in the conference analysis information storage unit 23 by applying a smoothing process such as a moving average to the second synchronization degree Ds2 of the time series. May be displayed in the synchronization degree display column 58.
  • the display control unit 36 displays the synchronization difficulty level Dd used for each calculation of the second synchronization degree Ds2 corresponding to all combinations of the conference participants under the synchronization degree display column 58.
  • the display control unit 36 preferably displays the transition of the second tuning degree Ds2 in the target conference together with the tuning difficulty level Dd used for the weighting, thereby preferably affecting the weighting by the tuning difficulty level Dd. It can be grasped by the viewer.
  • the display control unit 36 is in the meeting of the first tuning degree Ds1 corresponding to all combinations (three sets) of the conference participants.
  • a graph showing the transition is displayed on the synchronization degree display column 58. Therefore, the viewer can preferably compare the first tuning degree Ds1 and the second tuning degree Ds2 by operating the tuning degree selection field 57.
  • the conference score display column 59 is a column for displaying the conference score for the target conference.
  • the display control unit 36 displays the conference score (here, 8) for the target conference by referring to the conference analysis information storage unit 23.
  • the display control unit 36 may display the ranking of the conference score among all the conferences in which the conference analysis information is stored in the conference analysis information storage unit 23 in the conference score display column 59 together with the conference score. ..
  • the display control unit 36 can suitably display the biometric index in the conference designated by the viewer, the degree of synchronization before and after weighting, and the conference score. As a result, the viewer can appropriately evaluate the designated conference by referring to the conference evaluation individual screen.
  • FIG. 7 is a display example of a conference evaluation screen (also referred to as a “conference evaluation comparison screen”) showing the analysis results of each conference when a plurality of conferences are selected on the conference evaluation list screen.
  • the detail screen display button 53 is selected with the conference selection button 52 of the conference with the conference ID “M101” and the conference selection button 52 of the conference with the conference ID “M102” selected. It shall be assumed that it was done.
  • the display control unit 36 generates a display signal S2 regarding the analysis result of each of the conferences of the conference IDs “M101” and “M102”, and transmits the display signal S2 to the display terminal 4, so that the conference shown in FIG.
  • the evaluation list screen is displayed on the display terminal 4.
  • the display control unit 36 puts the participant list display field 60, the selection field 61, the graph display field 62, and the meeting score display field 63 on the upper part of the meeting evaluation comparison screen with respect to the meeting ID “M101”. indicate. Further, the display control unit 36 displays the participant list display column 65, the selection column 66, the graph display column 67, and the conference score display column 68 in the lower part of the conference evaluation comparison screen with respect to the conference ID “M102”. To do.
  • the display control unit 36 displays the conference participants of each conference with the conference IDs "M101" and "M102" in the participant list display column 60 and the participant list display column 65, respectively. Further, the display control unit 36 accepts the selection of the index to be displayed in the graph display field 62 and the graph display field 67 by the selection field 61 and the selection field 66, respectively.
  • the selection field 61 and the selection field 66 are pull-down menu type selection fields in which any of various biomarkers, the first synchronization degree Ds1 and the second synchronization degree Ds2 can be selected.
  • the display control unit 36 displays a graph showing the time transition of the index (here, the second synchronization degree Ds2) specified in the selection column 61 and the selection column 66 at each target conference in the graph display column 62. And each is displayed in the graph display field 67. Further, the display control unit 36 displays the conference score of each conference of the conference IDs “M101” and “M102” on the conference score display column 63 and the conference score display column 68.
  • the display control unit 36 displays the conference scores of a plurality of conferences selected by the viewer and each index such as the degree of synchronization used for calculating the conference scores side by side.
  • the viewer can preferably compare the analysis results of the selected conference by referring to the conference evaluation comparison screen.
  • FIG. 8 shows the configuration of the conference evaluation system 100A according to the second embodiment.
  • the conference evaluation system 100A includes an environment detection sensor 6 provided in the conference room 5.
  • the same components as those in the first embodiment will be appropriately designated by the same reference numerals as those in the first embodiment, and the description thereof will be omitted as appropriate.
  • the environment detection sensor 6 is one or a plurality of sensors provided in the conference room 5, and is used for detecting the environment in the conference room 5.
  • the environment detection sensor 6 detects an index (environmental index) indicating one or a plurality of types of environments such as humidity, temperature, oxygen concentration, and brightness. Then, the environment detection sensor 6 transmits the detection signal “S3” indicating the detected environmental index to the information processing device 1 or the storage device 2.
  • the storage device 2 has an environmental information storage unit 24 in addition to the conference information storage unit 20, the personal attribute information storage unit 21, the biological information storage unit 22, and the conference analysis information storage unit 23 described in the first embodiment.
  • the environmental information storage unit 24 stores environmental information indicating one or a plurality of environmental indicators during the conference based on the detection signal S3 transmitted from the environmental detection sensor 6.
  • the environmental information stored in the environmental information storage unit 24 may be time-series data of the environmental index detected during the meeting, and may be a representative value such as a time average of the environmental index detected during the meeting. There may be.
  • the detection signal S3 is transmitted to the information processing device 1, the information processing device 1 stores the environmental information indicated by the received detection signal S3 in the environmental information storage unit 24.
  • the processor 11 in the second embodiment has the same as the functional block shown in FIG. 3, the biological information acquisition unit 30, the biological index calculation unit 31, the first synchronization degree calculation unit 32, the synchronization difficulty determination unit 33, and the second. It functions as a synchronization degree calculation unit 34, a conference score calculation unit 35, and a display control unit 36.
  • the conference score calculation unit 35 acquires the environmental information corresponding to the target conference from the environmental information storage unit 24, so that the difficulty level of environmental synchronization with the target conference ("" Also called “Environmental Difficulty De”).
  • an expression or a map in which an expected value of an environmental index stored as environmental information (a combination of values in the case of a plurality of values) and an environmental difficulty level De to be set is associated with the memory 12 is stored in advance. Alternatively, it is stored in the storage device 2.
  • the conference score calculation unit 35 determines the environmental difficulty level De based on the environmental index indicated by the environmental information corresponding to the target conference acquired from the environmental information storage unit 24 by referring to this formula or the map. ..
  • the environmental difficulty level De is set to a higher value as the environmental index indicated by the acquired environmental information is a value indicating that the environment is not suitable for the meeting (harsh).
  • the conference score calculation unit 35 calculates the conference score based on the determined environmental difficulty level De and the second synchronization degree Ds2 corresponding to all combinations of the conference participants. In this case, the conference score calculation unit 35 sets the value calculated based on the second synchronization degree Ds2 corresponding to all combinations of the conference participants (for example, the value obtained by performing the time average and the ensemble average on the second synchronization degree Ds2).
  • the conference score is calculated by multiplying the environmental difficulty level De.
  • the conference score calculation unit 35 may calculate the value obtained by multiplying the environmental difficulty level De by performing normalization (scaling), rounding, and the like as the conference score.
  • FIG. 9 is an example of a flowchart showing the procedure of the conference analysis process in the second embodiment. Since the processing up to the calculation of the second synchronization degree Ds2 (that is, the processing of steps S21 to S25) is the same as the processing of steps S11 to S15 in the flowchart of FIG. 4, the description thereof will be omitted.
  • the conference score calculation unit 35 of the information processing device 1 extracts the environmental information of the target conference from the environmental information storage unit 24, and based on the extracted environmental information, the environmental difficulty level. De is determined (step S26).
  • the conference score calculation unit 35 refers to a predetermined formula or map, and the more the environmental index indicated by the acquired environmental information is a value indicating that the environment is suitable for the conference, the more the environmental difficulty De To a low value.
  • the conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the N groups of the conference participants calculated in step S25 and the environmental difficulty level De calculated in step S26. (Step S27). In addition to this, in step S26, the conference score calculation unit 35 associates the calculated conference score and the conference analysis information including various information used for calculating the conference score with the conference ID of the target conference and provides environmental information. It is stored in the storage unit 24.
  • the information processing apparatus 1 can accurately calculate the conference score excluding the influence of the conference environment based on the environmental information when the target conference is held. ..
  • FIG. 10 is a schematic configuration diagram of the information processing device 1B according to the third embodiment.
  • the information processing apparatus 1B mainly includes a biological information acquisition unit 30B, a first synchronization degree calculation unit 32B, a synchronization difficulty determination unit 33B, and a second synchronization degree calculation unit 34B. ..
  • the biometric information acquisition unit 30B acquires biometric information of a plurality of conference participants in the conference.
  • the biological information acquisition unit 30B is realized by, for example, the biological information acquisition unit 30 of the first embodiment or the second embodiment.
  • the first synchronization degree calculation unit 32B calculates the first synchronization degree Ds1 which is the synchronization degree between a plurality of conference participants in the conference based on the biometric information acquired by the biometric information acquisition unit 30B.
  • the first synchronization degree calculation unit 32B is realized by, for example, the biological index calculation unit 31 and the first synchronization degree calculation unit 32 of the first embodiment or the second embodiment.
  • the first synchronization degree calculation unit 32B refers to the time series data of the biometric information of the two persons for calculating the first synchronization degree Ds1 with respect to the time series data such as the cross-correlation function described in the first embodiment.
  • the first tuning degree Ds1 may be calculated by applying the similarity calculation algorithm. In this case, the first synchronization degree calculation unit 32B does not perform the conversion process from the biological information to the biological index.
  • the entrainment difficulty determination unit 33B determines the entrainment difficulty Dd, which is the entrainment difficulty among the participants, based on the attribute information of a plurality of conference participants.
  • the tuning difficulty determination unit 33B is realized by, for example, the synchronization difficulty determination unit 33 of the first embodiment or the second embodiment.
  • the attribute information of the plurality of conference participants is, for example, the attribute information stored in the personal attribute information storage unit 21 of the first embodiment or the second embodiment.
  • the second tuning degree calculation unit 34B calculates the second tuning degree Ds2 in which the first tuning degree Ds1 is weighted by the tuning difficulty level Dd.
  • the second synchronization degree calculation unit 34B is realized by, for example, the second synchronization degree calculation unit 34 of the first embodiment or the second embodiment.
  • the information processing apparatus 1B can accurately calculate the degree of synchronization between the conference participants of the target conference in consideration of the difficulty level based on the attributes of the conference participants.
  • Non-temporary computer-readable media include various types of tangible storage media.
  • Examples of non-temporary computer-readable media include magnetic recording media (eg, flexible disks, magnetic tapes, hard disk drives), magneto-optical recording media (eg, magneto-optical disks), CD-ROMs (Read Only Memory), CD-Rs, It includes a CD-R / W and a semiconductor memory (for example, a mask ROM, a PROM (Programmable ROM), an EPROM (Erasable PROM), a flash ROM, and a RAM (Random Access Memory)).
  • a semiconductor memory for example, a mask ROM, a PROM (Programmable ROM), an EPROM (Erasable PROM), a flash ROM, and a RAM (Random Access Memory)
  • the program may also be supplied to the computer by various types of temporary computer readable medium.
  • temporary computer-readable media include electrical, optical, and electromagnetic waves.
  • the temporary computer-readable medium can supply the program to the computer via a wired communication path such as an electric wire and an optical fiber, or a wireless communication path.
  • the biometric information acquisition department that acquires biometric information of multiple participants in the conference, Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit. Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
  • a second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level, and a second tuning degree calculation unit.
  • Appendix 2 The information processing apparatus according to Appendix 1, further comprising a display control unit for displaying the transition of the second tuning degree during the conference on the display unit.
  • Appendix 3 The information processing device according to Appendix 2, wherein the display control unit displays the second degree of synchronization between participants in each of the plurality of meetings side by side on the display unit.
  • Addendums 1 to 3 further include a conference score calculation unit that calculates a conference score indicating an evaluation of the quality of the conference based on the second synchronization degree corresponding to each combination of two selected from the plurality of participants.
  • the information processing device according to any one of the items.
  • Appendix 5 The information processing device according to Appendix 4, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and the environmental information detected in the conference room where the conference is held.
  • Appendix 6 The information processing device according to Appendix 5, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and the difficulty level related to the environment of the conference determined based on the environmental information.
  • Appendix 8 It further has a biometric index calculation unit that calculates time-series data of the biometric index, which is an index representing the state of each of the plurality of participants, based on the biometric information of each of the plurality of participants.
  • the information processing apparatus according to any one of Supplementary note 1 to 7, wherein the first synchronization degree calculation unit calculates the first synchronization degree based on the correlation of the time series data among the plurality of participants.
  • Appendix 9 It is a control method executed by an information processing device. Obtain biometric information of multiple participants in the conference Based on the biological information, the first degree of synchronization, which is the degree of synchronization between the plurality of participants in the conference, is calculated. Based on the attribute information of the plurality of participants, the synchronization difficulty level, which is the synchronization difficulty level among the participants, is determined. A control method for calculating a second tuning degree in which the first tuning degree is weighted by the tuning difficulty level.
  • the biometric information acquisition department that acquires biometric information of multiple participants in the conference, Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit. Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
  • a storage medium that stores a program that causes a computer to function as a second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level.

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Abstract

An information processing device 1B comprises primarily a biological information acquisition unit 30B, a first agreement degree calculation unit 32B, an agreement difficulty determination unit 33B, and a second agreement degree calculation unit 34B. The biological information acquisition unit 30B acquires biological information about a plurality of meeting participants in a meeting. The first agreement degree calculation unit 32B calculates a first agreement degree Ds1, which is the degree of agreement between the plurality of meeting participants in the meeting, on the basis of the biological information acquired by the biological information acquisition unit 30B. The agreement difficulty determination unit 33B determines an agreement difficulty Dd, which is the difficulty of agreement between the plurality of meeting participants, on the basis of attribute information about the participants. The second agreement degree calculation unit 34B calculates a second agreement degree Ds2 by weighting the first agreement degree Ds1 with the agreement difficulty Dd.

Description

情報処理装置、制御方法及び記憶媒体Information processing device, control method and storage medium
 本発明は、会議に関する情報を処理する情報処理装置、制御方法及び記憶媒体の技術分野に関する。 The present invention relates to a technical field of an information processing device, a control method, and a storage medium for processing information related to a conference.
 会議の参加者の生体情報を取得して会議の参加者の状態を推定する方法が提案されている。例えば、特許文献1には、会話における発話の音声データから発話のテキストを抽出し、抽出した発話のテキストから推定した発話意図の推移に基づき、特定の話者の会話における満足度を推定する会話満足度推定装置が開示されている。 A method has been proposed in which the biometric information of the participants in the conference is acquired and the state of the participants in the conference is estimated. For example, in Patent Document 1, a conversation in which a utterance text is extracted from the voice data of the utterance in the conversation and the satisfaction level in the conversation of a specific speaker is estimated based on the transition of the utterance intention estimated from the extracted utterance text. Satisfaction estimation devices are disclosed.
特開2018-169506号公報JP-A-2018-169506
 会議の質を高めることは、組織としての合意形成の円滑化に寄与するため重要であり、そのためには、行われた会議の質を的確に評価することが必要となる。特許文献1では、会議の参加者の個々の満足度を測定する点について開示されているが、参加者の個々の満足度を測定するだけでは、会議の質を的確に評価することができない。 Improving the quality of meetings is important because it contributes to facilitating consensus building as an organization, and for that purpose, it is necessary to accurately evaluate the quality of meetings held. Patent Document 1 discloses that the individual satisfaction of the participants of the conference is measured, but the quality of the conference cannot be accurately evaluated only by measuring the individual satisfaction of the participants.
 本発明の目的は、上述した課題を鑑み、会議の質を評価するための指標を好適に算出することが可能な情報処理装置、制御方法及び記憶媒体を提供することを主な課題とする。 An object of the present invention is to provide an information processing device, a control method, and a storage medium capable of suitably calculating an index for evaluating the quality of a conference in view of the above-mentioned problems.
 情報処理装置の一の態様は、情報処理装置であって、会議の複数の参加者の生体情報を取得する生体情報取得部と、前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部と、を有する。 One aspect of the information processing device is an information processing device, which is between a biometric information acquisition unit that acquires biometric information of a plurality of participants in a conference and the plurality of participants in the conference based on the biometric information. Based on the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree, and the attribute information of the plurality of participants, the synchronization difficulty that determines the synchronization difficulty, which is the synchronization difficulty between the participants. It has a degree determination unit and a second synchronization degree calculation unit that calculates a second synchronization degree obtained by weighting the first synchronization degree by the synchronization difficulty level.
 制御方法の一の態様は、情報処理装置が実行する制御方法であって、会議の複数の参加者の生体情報を取得し、前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出し、前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定し、前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する。 One aspect of the control method is a control method executed by an information processing apparatus, in which biometric information of a plurality of participants in a conference is acquired, and based on the biometric information, synchronization between the plurality of participants in the conference is performed. The first synchronization degree, which is the degree, is calculated, the synchronization difficulty level, which is the difficulty level of synchronization between the participants, is determined based on the attribute information of the plurality of participants, and the first synchronization degree is set to the synchronization difficulty level. The second degree of entrainment weighted by the degree is calculated.
 記憶媒体の一の態様は、会議の複数の参加者の生体情報を取得する生体情報取得部と、前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部としてコンピュータを機能させるプログラムを格納した記憶媒体である。 One aspect of the storage medium is a biometric information acquisition unit that acquires biometric information of a plurality of participants in the conference, and a first synchronization degree that is a degree of synchronization between the plurality of participants in the conference based on the biometric information. The first synchronization degree calculation unit for calculating the above, the synchronization difficulty determination unit for determining the synchronization difficulty which is the synchronization difficulty between the participants based on the attribute information of the plurality of participants, and the first synchronization degree determination unit. It is a storage medium that stores a program that functions a computer as a second tuning degree calculation unit that calculates a second tuning degree in which the tuning degree is weighted by the tuning difficulty level.
 本発明によれば、会議の質を評価するのに好適な同調度を、会議参加者の属性に基づく同調の難易度を考慮して好適に算出することができる。 According to the present invention, the degree of synchronization suitable for evaluating the quality of the conference can be suitably calculated in consideration of the degree of difficulty of synchronization based on the attributes of the conference participants.
会議評価システムの構成を示す。The configuration of the conference evaluation system is shown. (A)情報処理装置のブロック構成を示す。(B)表示端末のブロック構成を示す。(A) The block configuration of the information processing apparatus is shown. (B) The block configuration of the display terminal is shown. 情報処理装置のプロセッサの機能ブロックの一例である。This is an example of a functional block of a processor of an information processing device. 第1実施形態における会議分析処理の手順を示すフローチャートの一例である。This is an example of a flowchart showing the procedure of the conference analysis process in the first embodiment. 会議評価一覧画面の表示例である。This is a display example of the conference evaluation list screen. 会議評価個別画面の表示例である。This is a display example of the conference evaluation individual screen. 会議評価比較画面の表示例である。This is a display example of the conference evaluation comparison screen. 変形例における会議評価システムの概略構成を示す。The schematic configuration of the conference evaluation system in the modified example is shown. 第2実施形態における会議分析処理の手順を示すフローチャートの一例である。This is an example of a flowchart showing the procedure of the conference analysis process in the second embodiment. 第3実施形態における情報処理装置の概略構成図である。It is a schematic block diagram of the information processing apparatus in 3rd Embodiment.
 以下、図面を参照しながら、情報処理装置、制御方法及び記憶媒体の実施形態について説明する。 Hereinafter, embodiments of an information processing device, a control method, and a storage medium will be described with reference to the drawings.
 <第1実施形態>
 (1)システム構成
 図1は、第1実施形態に係る会議評価システム100の構成を示す。会議評価システム100は、会議室5での会議の参加者(「会議参加者」とも呼ぶ。)の生体情報に基づき、会議の質の評価を行うシステムである。会議評価システム100は、主に、情報処理装置1と、記憶装置2と、会議参加者の生体情報を検出する生体情報検出センサ3と、情報処理装置1に対して会議の質の評価に関する表示要求を行う表示端末4と、を有する。会議室5は、会議が行われるスペースであればよく、例えば、居室内に存在する、壁で囲まれていないオープンなミーティングスペースなどであってもよい。
<First Embodiment>
(1) System Configuration FIG. 1 shows the configuration of the conference evaluation system 100 according to the first embodiment. The conference evaluation system 100 is a system that evaluates the quality of a conference based on the biometric information of the participants of the conference in the conference room 5 (also referred to as “conference participants”). The conference evaluation system 100 mainly displays the information processing device 1, the storage device 2, the biological information detection sensor 3 that detects the biological information of the conference participants, and the information processing device 1 regarding the evaluation of the quality of the conference. It has a display terminal 4 that makes a request. The conference room 5 may be a space where a conference is held, and may be, for example, an open conference space existing in a living room and not surrounded by a wall.
 情報処理装置1は、記憶装置2に記憶された情報を参照することで、表示端末4に送信する表示信号「S2」を生成し、表示信号S2を表示端末4に送信する。この場合、情報処理装置1は、開催された会議毎に、会議参加者間の同調度を算出し、会議参加者間の同調度に基づく会議の質の評価を示すスコア(「会議スコア」とも呼ぶ。)を算出する。 The information processing device 1 generates a display signal "S2" to be transmitted to the display terminal 4 by referring to the information stored in the storage device 2, and transmits the display signal S2 to the display terminal 4. In this case, the information processing device 1 calculates the degree of synchronization between the conference participants for each conference held, and indicates a score indicating the evaluation of the quality of the conference based on the degree of synchronization between the conference participants (also referred to as "conference score"). Call.) Is calculated.
 生体情報検出センサ3は、会議参加者毎に設けられ、会議中での会議参加者の生体情報を示す検出信号「S1」を、情報処理装置1又は記憶装置2に送信する。生体情報検出センサ3は、会議のときに会議参加者が装着する装着型のセンサであってもよく、会議参加者が座る椅子に内蔵されるセンサであってもよい。また、生体情報検出センサ3は、好適には、生体情報検出センサ3が生体情報の検出対象となる会議参加者の識別情報(個人ID)を検出信号S1に含めるとよい。この場合、生体情報検出センサ3は、ユーザ入力を受け付けることで会議前に会議参加者の個人IDを取得してもよく、会議参加者に対する指紋認証、虹彩認証などの任意の生体認証により会議前に会議参加者の識別情報を取得してもよい。また、生体情報検出センサ3は、会議参加者の個人IDに加えて、生体情報の検出時刻を特定可能な時刻情報、及び、生体情報検出センサ3の識別情報(例えばデバイスID)等を検出信号S1に含める。なお、個人IDは、顧客が所属する団体(会社)から割り当てられたIDであってもよく、公的機関により割り当てられたIDであってもよく、顔認証、虹彩認証、又は指紋認証などの生体認証で利用される識別情報であってもよい。 The biometric information detection sensor 3 is provided for each conference participant, and transmits a detection signal "S1" indicating the biometric information of the conference participant during the conference to the information processing device 1 or the storage device 2. The biological information detection sensor 3 may be a wearable sensor worn by the conference participant at the time of the conference, or may be a sensor built in the chair on which the conference participant sits. Further, the biological information detection sensor 3 preferably includes the identification information (personal ID) of the conference participant for which the biological information detection sensor 3 detects the biological information in the detection signal S1. In this case, the biometric information detection sensor 3 may acquire the personal ID of the conference participant before the conference by accepting the user input, and before the conference by arbitrary biometric authentication such as fingerprint authentication and iris authentication for the conference participant. The identification information of the conference participants may be obtained. Further, the biometric information detection sensor 3 detects, in addition to the personal ID of the conference participant, time information capable of specifying the detection time of the biometric information, identification information of the biometric information detection sensor 3 (for example, device ID), and the like. Included in S1. The personal ID may be an ID assigned by the organization (company) to which the customer belongs, or may be an ID assigned by a public institution, such as face authentication, iris authentication, or fingerprint authentication. It may be identification information used in biometric authentication.
 記憶装置2は、情報処理装置1が会議スコアを算出するために必要な情報を記憶している。記憶装置2は、機能的には、会議情報記憶部20と、個人属性情報記憶部21と、生体情報記憶部22と、会議分析情報記憶部23とを有する。 The storage device 2 stores information necessary for the information processing device 1 to calculate the conference score. The storage device 2 functionally includes a conference information storage unit 20, a personal attribute information storage unit 21, a biological information storage unit 22, and a conference analysis information storage unit 23.
 会議情報記憶部20は、開催される又は開催された会議に関する基本的な情報である会議情報を記憶する。この場合、会議情報は、例えば、会議の識別情報(会議ID)、使用される会議室の識別情報(会議室ID)、予約日時、使用時間、会議参加者の個人IDなどの情報を含む。会議情報は、例えば、会議が行われる前に図示しない会議予約システムを介して指定された予約情報である。なお、情報処理装置1は、生体情報検出センサ3が会議中に生成する時系列の検出信号S1に基づき、会議参加者及び会議が行われた時間帯等を認識することで、上述の会議情報を自動生成してもよい。この場合、検出信号S1には、検出対象となる会議参加者の個人ID及び検出時刻を示す時刻情報等が含まれている。 The conference information storage unit 20 stores conference information, which is basic information about the conference being held or held. In this case, the conference information includes, for example, information such as conference identification information (meeting ID), conference room identification information to be used (meeting room ID), reservation date and time, usage time, and personal ID of conference participants. The conference information is, for example, reservation information designated through a conference reservation system (not shown) before the conference is held. The information processing device 1 recognizes the conference participants, the time zone in which the conference was held, and the like based on the time-series detection signal S1 generated by the biometric information detection sensor 3 during the conference, thereby providing the conference information described above. May be automatically generated. In this case, the detection signal S1 includes the personal ID of the conference participant to be detected, time information indicating the detection time, and the like.
 個人属性情報記憶部21は、会議参加者となる可能性がある各個人の属性情報を記憶する。個人属性情報記憶部21に記憶される属性情報は、後述する参加者間の同調度の重み付けに使用される。個人属性情報記憶部21に記憶される属性情報は、例えば、職位、役職、年齢、職種、性別、性格などの参加者間での同調度の難易度に関連する1又は複数の個人の属性を示す情報である。個人属性情報記憶部21は、これらの属性情報と、個人IDとを関連付けて記憶する。 The personal attribute information storage unit 21 stores the attribute information of each individual who may be a conference participant. The attribute information stored in the personal attribute information storage unit 21 is used for weighting the degree of synchronization between the participants, which will be described later. The attribute information stored in the personal attribute information storage unit 21 includes, for example, one or more individual attributes related to the difficulty of synchronization among participants such as job title, job title, age, job type, gender, and personality. This is the information to be shown. The personal attribute information storage unit 21 stores these attribute information in association with the personal ID.
 生体情報記憶部22は、会議中における各会議参加者の生体情報を記憶する。生体情報記憶部22が記憶する生体情報は、例えば、会議中での脈拍の時系列データである。なお、生体情報は、脈拍に限らず、会議中での会議参加者の脳波や発汗量などの時系列データであってもよい。生体情報記憶部22は、生体情報検出センサ3が会議中に生成する検出信号S1に基づき、各会議参加者の会議中での生体情報を記憶する。なお、検出信号S1は、情報処理装置1に送信されてもよく、記憶装置2に送信されてもよい。前者の場合、情報処理装置1は、受信した検出信号S1に基づく生体情報を、生体情報記憶部22に記憶する。 The biometric information storage unit 22 stores the biometric information of each conference participant during the conference. The biological information stored in the biological information storage unit 22 is, for example, time-series data of the pulse during the meeting. The biological information is not limited to the pulse rate, and may be time-series data such as brain waves and sweating amount of the conference participants during the conference. The biometric information storage unit 22 stores the biometric information of each conference participant during the conference based on the detection signal S1 generated by the biometric information detection sensor 3 during the conference. The detection signal S1 may be transmitted to the information processing device 1 or may be transmitted to the storage device 2. In the former case, the information processing device 1 stores the biometric information based on the received detection signal S1 in the biometric information storage unit 22.
 また、生体情報記憶部22は、各会議参加者の生体情報を、対応する検出信号S1に含まれる会議参加者の個人ID及び時刻情報等と関連付けて記憶する。また、生体情報記憶部22は、検出信号S1が生成された会議の会議IDを、検出信号S1に基づく生体情報と関連付けて生体情報記憶部22に記憶してもよい。この会議IDは、例えば、会議情報記憶部20の会議情報(例えば会議の時間帯等)と、検出信号S1に含まれる時刻情報等とに基づき特定される。なお、検出信号S1に会議室5を特定可能な情報(例えば会議室5の会議IDに紐付けられた生体情報検出センサ3のデバイスID)が含まれている場合には、当該情報と会議情報に含まれる会議室の情報とをさらに参照して会議IDが特定されてもよい。 Further, the biometric information storage unit 22 stores the biometric information of each conference participant in association with the personal ID and time information of the conference participant included in the corresponding detection signal S1. Further, the biometric information storage unit 22 may store the conference ID of the conference in which the detection signal S1 is generated in the biometric information storage unit 22 in association with the biometric information based on the detection signal S1. The conference ID is specified based on, for example, the conference information of the conference information storage unit 20 (for example, the time zone of the conference) and the time information included in the detection signal S1. If the detection signal S1 contains information that can identify the conference room 5 (for example, the device ID of the biometric information detection sensor 3 associated with the conference ID of the conference room 5), the information and the conference information. The conference ID may be specified by further referring to the conference room information included in.
 会議分析情報記憶部23は、開催された各会議に対する情報処理装置1による分析結果を示す会議分析情報を記憶する。会議分析情報は、例えば、情報処理装置1が生体情報記憶部22に記憶された生体情報に基づき算出した参加者間の同調度に関する情報、及び、会議スコアに関する情報などの、情報処理装置1による表示信号S2の生成に必要な種々の情報が含まれてもよい。 The conference analysis information storage unit 23 stores conference analysis information indicating the analysis result by the information processing device 1 for each held conference. The conference analysis information is based on the information processing device 1, for example, information on the degree of synchronization between participants calculated by the information processing device 1 based on the biometric information stored in the biometric information storage unit 22, information on the conference score, and the like. Various information necessary for generating the display signal S2 may be included.
 記憶装置2は、会議情報記憶部20、個人属性情報記憶部21、生体情報記憶部22及び会議分析情報記憶部23が記憶する情報の他、情報処理装置1が会議スコアの算出及び表示信号S2の生成に必要な種々の情報を記憶してもよい。 In the storage device 2, in addition to the information stored in the conference information storage unit 20, the personal attribute information storage unit 21, the biological information storage unit 22, and the conference analysis information storage unit 23, the information processing device 1 calculates the conference score and displays the signal S2. Various information necessary for the generation of the above may be stored.
 なお、記憶装置2は、情報処理装置1に接続又は内蔵されたハードディスクなどの外部記憶装置であってもよく、情報処理装置1に対して着脱自在なフラッシュメモリなどの記憶媒体であってもよい。また、記憶装置2は、情報処理装置1とデータ通信を行う1又は複数のサーバ装置から構成されてもよい。また、記憶装置2に記憶されるデータベース等は、複数の装置又は記憶媒体により分散して記憶されてもよい。 The storage device 2 may be an external storage device such as a hard disk connected to or built in the information processing device 1, or may be a storage medium such as a flash memory that can be attached to and detached from the information processing device 1. .. Further, the storage device 2 may be composed of one or a plurality of server devices that perform data communication with the information processing device 1. Further, the database or the like stored in the storage device 2 may be distributed and stored by a plurality of devices or storage media.
 表示端末4は、開催された会議の評価を閲覧する者が使用する端末であって、情報処理装置1から供給される表示信号S2に基づき、開催された会議の評価に関する情報を表示する。 The display terminal 4 is a terminal used by a person who browses the evaluation of the held conference, and displays information on the evaluation of the held conference based on the display signal S2 supplied from the information processing device 1.
 なお、図1に示す会議評価システム100の構成は一例であり、当該構成に種々の変更が行われてもよい。例えば、情報処理装置1と記憶装置2とは、一の装置により構成されてもよい。同様に、情報処理装置1と表示端末4とは、一の装置により構成されてもよい。また、情報処理装置1は、複数の装置から構成されてもよい。この場合、情報処理装置1を構成する複数の装置は、予め割り当てられた処理を実行するために必要な情報の授受を、これらの複数の装置間において行う。 The configuration of the conference evaluation system 100 shown in FIG. 1 is an example, and various changes may be made to the configuration. For example, the information processing device 1 and the storage device 2 may be configured by one device. Similarly, the information processing device 1 and the display terminal 4 may be configured by one device. Further, the information processing device 1 may be composed of a plurality of devices. In this case, the plurality of devices constituting the information processing device 1 exchange information necessary for executing the pre-assigned process between the plurality of devices.
 (2)ブロック構成
 図2(A)は、情報処理装置1のブロック構成の一例を示す。情報処理装置1は、ハードウェアとして、プロセッサ11と、メモリ12と、通信部13とを含む。プロセッサ11、メモリ12及び通信部13は、データバス19を介して接続されている。
(2) Block Configuration FIG. 2 (A) shows an example of the block configuration of the information processing apparatus 1. The information processing device 1 includes a processor 11, a memory 12, and a communication unit 13 as hardware. The processor 11, the memory 12, and the communication unit 13 are connected via the data bus 19.
 プロセッサ11は、メモリ12に記憶されているプログラムを実行することにより、所定の処理を実行する。プロセッサ11は、CPU(Central Processing Unit)、GPU(Graphics Processing Unit)などのプロセッサである。プロセッサ11が実行する処理については、図5の機能ブロック図を参照して具体的に説明する。 The processor 11 executes a predetermined process by executing the program stored in the memory 12. The processor 11 is a processor such as a CPU (Central Processing Unit) and a GPU (Graphics Processing Unit). The process executed by the processor 11 will be specifically described with reference to the functional block diagram of FIG.
 メモリ12は、RAM(Random Access Memory)、ROM(Read Only Memory)、不揮発性メモリなどの各種のメモリにより構成される。また、メモリ12には、情報処理装置1が所定の処理を実行するためのプログラムが記憶される。また、メモリ12は、作業メモリとして使用され、記憶装置2から取得した情報等を一時的に記憶する。なお、メモリ12は、記憶装置2として機能してもよい。同様に、記憶装置2は、情報処理装置1のメモリ12として機能してもよい。なお、情報処理装置1が実行するプログラムは、メモリ12以外の記憶媒体に記憶されてもよい。 The memory 12 is composed of various memories such as a RAM (Random Access Memory), a ROM (Read Only Memory), and a non-volatile memory. Further, the memory 12 stores a program for the information processing apparatus 1 to execute a predetermined process. Further, the memory 12 is used as a working memory and temporarily stores information and the like acquired from the storage device 2. The memory 12 may function as the storage device 2. Similarly, the storage device 2 may function as the memory 12 of the information processing device 1. The program executed by the information processing device 1 may be stored in a storage medium other than the memory 12.
 通信部13は、記憶装置2、生体情報検出センサ3、及び表示端末4などの外部装置と情報処理装置1がデータ通信を行うための通信モジュール又は当該通信モジュールと接続するインターフェースである。 The communication unit 13 is a communication module for data communication between an external device such as a storage device 2, a biological information detection sensor 3, and a display terminal 4 and an information processing device 1, or an interface connected to the communication module.
 なお、情報処理装置1の構成は、図2(A)に示す構成に限定されない。例えば、情報処理装置1は、ユーザによる入力を受け付ける入力部、ディスプレイなどの表示部、又はスピーカなどの音出力装置の少なくともいずれかと接続又はこれらの少なくともいずれかを内蔵してもよい。例えば、情報処理装置1は、入力機能及び出力機能が本体と一体となったタブレット型端末等であってもよい。 The configuration of the information processing device 1 is not limited to the configuration shown in FIG. 2 (A). For example, the information processing device 1 may be connected to at least one of an input unit that receives input by a user, a display unit such as a display, or a sound output device such as a speaker, or may incorporate at least one of these. For example, the information processing device 1 may be a tablet-type terminal or the like in which an input function and an output function are integrated with the main body.
 図2(B)は、表示端末4のブロック構成の一例を示す。表示端末4は、ハードウェアとして、入力部40と、プロセッサ41と、メモリ42と、通信部43と、表示部44とを含む。これらの表示端末4の各要素は、データバス49を介して接続されている。 FIG. 2B shows an example of the block configuration of the display terminal 4. The display terminal 4 includes an input unit 40, a processor 41, a memory 42, a communication unit 43, and a display unit 44 as hardware. Each element of these display terminals 4 is connected via a data bus 49.
 入力部40は、閲覧者が表示端末4に表示させる情報を指定するための入力等を受け付ける。入力部40は、例えば、ボタン、スイッチ、タッチパネル、音声入力装置又はこれらに接続するインターフェースである。プロセッサ41は、メモリ42に記憶されているプログラムを実行することにより、所定の処理を実行する。プロセッサ41は、CPU、GPUなどのプロセッサである。メモリ42は、RAM、ROM、不揮発性メモリなどの各種のメモリにより構成される。また、メモリ42には、表示端末4が所定の処理を実行するためのプログラムが記憶される。また、メモリ42は、作業メモリとして使用される。 The input unit 40 accepts an input or the like for the viewer to specify information to be displayed on the display terminal 4. The input unit 40 is, for example, a button, a switch, a touch panel, a voice input device, or an interface connected to these. The processor 41 executes a predetermined process by executing the program stored in the memory 42. The processor 41 is a processor such as a CPU and a GPU. The memory 42 is composed of various types of memory such as RAM, ROM, and non-volatile memory. Further, the memory 42 stores a program for the display terminal 4 to execute a predetermined process. Further, the memory 42 is used as a working memory.
 通信部43は、表示端末4が情報処理装置1などの他の装置と通信を行うための通信モジュール又はこれらと表示端末4が電気的に接続するためのインターフェースである。表示部44は、ディスプレイ、プロジェクタ又はこれらと表示端末4が電気的に接続するためのインターフェースである。 The communication unit 43 is a communication module for the display terminal 4 to communicate with other devices such as the information processing device 1, or an interface for electrically connecting these to the display terminal 4. The display unit 44 is an interface for electrically connecting the display, the projector, or the display terminal 4.
 (3)機能ブロック
 図3は、情報処理装置1のプロセッサ11の機能ブロックの一例である。情報処理装置1のプロセッサ11は、機能的には、生体情報取得部30と、生体指標算出部31と、第1同調度算出部32と、同調難易度判定部33と、第2同調度算出部34と、会議スコア算出部35と、表示制御部36とを有する。
(3) Functional Block FIG. 3 is an example of a functional block of the processor 11 of the information processing device 1. Functionally, the processor 11 of the information processing device 1 has a biological information acquisition unit 30, a biological index calculation unit 31, a first synchronization degree calculation unit 32, a synchronization difficulty determination unit 33, and a second synchronization degree calculation. It has a unit 34, a conference score calculation unit 35, and a display control unit 36.
 生体情報取得部30は、会議スコアを算出すべき会議の会議参加者の会議中での時系列の生体情報を生体情報記憶部22から取得する。なお、会議スコアを算出すべき会議は、例えば、表示端末4から受信する表示要求により指定された会議であってもよく、終了直後の会議(即ち検出信号S1の送信が完了した直後の会議)であってもよい。なお、生体情報取得部30は、例えば、会議情報記憶部20を参照し、会議スコアを算出すべき会議が行われた時間帯を認識し、当該時間帯において取得された各会議参加者の会議中での時系列の生体情報を、生体情報記憶部22から取得する。 The biometric information acquisition unit 30 acquires time-series biometric information during the conference of the conference participants of the conference for which the conference score should be calculated from the biometric information storage unit 22. The conference for which the conference score should be calculated may be, for example, a conference specified by a display request received from the display terminal 4, and is a conference immediately after the end (that is, a conference immediately after the transmission of the detection signal S1 is completed). May be. The biometric information acquisition unit 30 refers to, for example, the conference information storage unit 20, recognizes the time zone in which the conference for which the conference score should be calculated was held, and the conference of each conference participant acquired in the time zone. The biometric information in the time series is acquired from the biometric information storage unit 22.
 生体指標算出部31は、生体情報取得部30が取得した各会議参加者の生体情報を、参加者間の同調度を算出するのに好適な生体に関する指標(「生体指標」とも呼ぶ。)に変換する。この生体指標は、例えば、覚醒度(即ち緊張の度合)であってもよく、快・不快の度合(即ちポジティブさ)を示す指標であってもよい。これにより、生体指標算出部31は、各会議参加者の会議中での生体指標の時系列データを生成する。 The biometric index calculation unit 31 uses the biometric information of each conference participant acquired by the biometric information acquisition unit 30 as an index (also referred to as “biological index”) for a living body suitable for calculating the degree of synchronization between participants. Convert. This biological index may be, for example, an arousal degree (that is, a degree of tension) or an index indicating a degree of comfort / discomfort (that is, a positiveness). As a result, the biometric index calculation unit 31 generates time-series data of the biometric index of each conference participant during the conference.
 第1同調度算出部32は、生体指標算出部31が生成する各会議参加者の会議中での生体指標の時系列データに基づき、参加者間の同調度(「第1同調度Ds1」とも呼ぶ。)を算出する。第1同調度Ds1は、後述する同調難易度により重み付けが行われる前の参加者間の同調度を示す。 The first synchronization degree calculation unit 32 is based on the time-series data of the biometric index of each conference participant in the conference generated by the biometric index calculation unit 31, and the synchronization degree between the participants (also referred to as “first synchronization degree Ds1”). Call.) Is calculated. The first entrainment degree Ds1 indicates the entrainment degree between the participants before weighting is performed by the entrainment difficulty level described later.
 ここで、第1同調度Ds1の算出方法について説明する。第1同調度算出部32は、対象の会議の会議参加者から選択される二者(ペア)の全組合せ(即ち会議参加者数を「n」とすると個の組合せ)について、第1同調度Ds1を算出する。この場合、例えば、第1同調度算出部32は、対象の会議参加者のペアの生体指標の時系列データを照合する処理を行うことで、会議中の時系列での第1同調度Ds1を算出する。具体的には、第1同調度算出部32は、例えば、会議が行われた時間帯を所定時間間隔毎に区切り、区切った各時間帯での対象の2人の会議参加者の生体指標の時系列データに対し、時間差(タイムラグ)を変数とする相互相関関数を算出する。そして、第1同調度算出部32は、例えば、区切った時間帯毎に、所定の時間差の範囲内において相互相関関数が示す正の相関が最大となる値又は当該値を正規化した値を算出し、算出した値を、区切った各時間帯での第1同調度Ds1として算出する。上述の所定の時間差は、例えば、会議参加者の一人が発言した際に他の会議参加者が反応するまでの時間差の最大時間を勘案して予め定められる。なお、第1同調度算出部32は、会議が行われた時間帯に対し、第1同調度Ds1の算出対象となる時刻を所定間隔毎に定め、当該時刻の各々における第1同調度Ds1を算出してもよい。この場合、例えば、第1同調度算出部32は、第1同調度Ds1の算出対象となる時刻毎に、当該時刻を中心時刻とした所定時間長の時間帯を定める。そして、第1同調度算出部32は、対象の時刻毎に定めた時間帯での対象の2人の会議参加者の生体指標Idxの時系列データに対し、タイムラグを変数とする相互相関関数を算出する。そして、第1同調度算出部32は、第1同調度Ds1の算出対象の時刻毎に定めた時間帯において、所定のタイムラグの範囲内で相互相関関数が示す正の相関が最大となる値又は当該値を正規化した値を、各時刻の第1同調度Ds1として算出する。この場合、第1同調度Ds1の算出対象の時刻毎に定めた時間帯は隣接する時刻同士で重複が生じてもよい。 Here, a method of calculating the first tuning degree Ds1 will be described. First tuning calculation unit 32, the two parties to be selected from the conference participants in the subject of the meeting all combinations (i.e. the number of conference participants "n" to the n C 2 pieces of combination) of (pair), the 1 The degree of synchronization Ds1 is calculated. In this case, for example, the first synchronization degree calculation unit 32 performs a process of collating the time series data of the biometric index of the pair of the target conference participants to obtain the first synchronization degree Ds1 in the time series during the conference. calculate. Specifically, the first synchronization degree calculation unit 32 divides, for example, the time zone in which the meeting was held at predetermined time intervals, and divides the time zone into each time zone to obtain the biometric index of the two target meeting participants. Calculate the cross-correlation function with the time difference (time lag) as a variable for the time series data. Then, the first tuning degree calculation unit 32 calculates, for example, a value at which the positive correlation indicated by the cross-correlation function is maximized within a predetermined time difference range or a value obtained by normalizing the value for each divided time zone. Then, the calculated value is calculated as the first synchronization degree Ds1 in each divided time zone. The above-mentioned predetermined time difference is predetermined in consideration of, for example, the maximum time of the time difference until one of the conference participants responds when one of the conference participants speaks. The first synchronization degree calculation unit 32 determines the time for which the first synchronization degree Ds1 is calculated for each predetermined interval with respect to the time zone in which the conference was held, and sets the first synchronization degree Ds1 at each of the time zones. It may be calculated. In this case, for example, the first synchronization degree calculation unit 32 determines a time zone having a predetermined time length centered on the time for each time to be calculated for the first synchronization degree Ds1. Then, the first synchronization degree calculation unit 32 creates a cross-correlation function with a time lag as a variable for the time series data of the biometric index Idx of the two target conference participants in the time zone determined for each target time. calculate. Then, the first tuning degree calculation unit 32 has a value or a value at which the positive correlation indicated by the cross-correlation function is maximized within a predetermined time lag in the time zone determined for each time of the calculation target of the first tuning degree Ds1. The value obtained by normalizing the value is calculated as the first synchronization degree Ds1 at each time. In this case, the time zones determined for each time of the calculation target of the first synchronization degree Ds1 may overlap between adjacent times.
 なお、第1同調度算出部32は、相互相関関数に限らず、2つの時系列データの類似度(相関度)を算出する任意のアルゴリズムに基づき、対象の会議参加者の生体指標の時系列データから当該会議参加者間の第1同調度Ds1を算出してもよい。また、第1同調度算出部32は、生体指標算出部31において複数種類の生体指標が算出された場合には、生体指標の種類ごとに時系列データの類似度(相関度)を算出する。そして、第1同調度算出部32は、生体指標の種類ごとに算出した類似度に対してアンサンブル平均等の統計処理を行うことで、第1同調度Ds1を算出する。 The first synchronization degree calculation unit 32 is not limited to the cross-correlation function, but is based on an arbitrary algorithm for calculating the similarity (correlation degree) of two time-series data, and the time-series of the biomarkers of the target conference participants. The first degree of synchronization Ds1 between the conference participants may be calculated from the data. In addition, when a plurality of types of biomarkers are calculated by the biometric index calculation unit 31, the first synchronization degree calculation unit 32 calculates the similarity (correlation degree) of the time series data for each type of biometric index. Then, the first synchronization degree calculation unit 32 calculates the first synchronization degree Ds1 by performing statistical processing such as an ensemble average on the similarity calculated for each type of bioindex.
 同調難易度判定部33は、個人属性情報記憶部21から取得した会議参加者の属性情報に基づき、第1同調度Ds1が算出された会議参加者の組に対する同調の難易度(「同調難易度Dd」とも呼ぶ。)を判定する。 The synchronization difficulty determination unit 33 determines the synchronization difficulty level (“synchronization difficulty level”) for the set of conference participants for which the first synchronization degree Ds1 is calculated based on the attribute information of the conference participants acquired from the personal attribute information storage unit 21. Also referred to as "Dd").
 同調難易度Ddの判定方法の具体例について説明する。第1の例では、同調難易度判定部33は、個人属性情報記憶部21から各会議参加者の職位又は役職を認識し、当該職位又は役職が離れた会議参加者の組合せほど、当該会議参加者の組合せに対する同調難易度Ddを高くする。この場合、同調難易度判定部33は、例えば、各会議参加者の職位又は役職を、マップ等を参照して数値化し、数値化した職位又は役職の差から所定の式又はマップ(ルックアップテーブル)を参照して同調難易度Ddを算出する。 A specific example of the method for determining the synchronization difficulty level Dd will be described. In the first example, the synchronization difficulty determination unit 33 recognizes the position or position of each conference participant from the personal attribute information storage unit 21, and the combination of the conference participants whose position or position is separated is the more the combination of the conference participants participates in the conference. Increase the synchronization difficulty Dd for the combination of people. In this case, the synchronization difficulty determination unit 33 quantifies the position or position of each conference participant with reference to a map or the like, and determines a predetermined formula or map (look-up table) from the difference in the quantified position or position. ) To calculate the tuning difficulty level Dd.
 第2の例では、同調難易度判定部33は、各会議参加者の職種に基づき、同調難易度Ddを決定する。この場合、同調難易度判定部33は、会議参加者の職種の組合せと同調難易度Ddとの対応を示すマップを参照することで、個人属性情報記憶部21を参照して特定した各会議参加者の職種から、対象となる会議参加者間の同調難易度Ddを算出する。この場合、例えば、同調難易度判定部33は、類似する職種ほど、同調難易度Ddを低く設定するとよい。第3の例では、同調難易度判定部33は、各会議参加者の年齢に基づき、同調難易度Ddを決定する。この場合、同調難易度判定部33は、式又はマップ等を参照し、会議参加者の年齢差が大きいほど、同調難易度Ddを高く設定する。 In the second example, the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on the job type of each conference participant. In this case, the synchronization difficulty determination unit 33 refers to the map showing the correspondence between the combination of job types of the conference participants and the synchronization difficulty Dd, and thereby participates in each conference specified by referring to the personal attribute information storage unit 21. The difficulty level Dd of synchronization between the target conference participants is calculated from the job type of the person. In this case, for example, the synchronization difficulty determination unit 33 may set the synchronization difficulty Dd lower for similar occupations. In the third example, the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on the age of each conference participant. In this case, the synchronization difficulty determination unit 33 refers to the formula, the map, or the like, and sets the synchronization difficulty Dd higher as the age difference of the conference participants increases.
 第4の例では、同調難易度判定部33は、各会議参加者の複数の属性に基づき、同調難易度Ddを決定する。上述の複数の属性は、例えば、第1の例における職位又は役職、第2の例における職種、第3の例における年齢、及びその他の属性から少なくとも2つ選択される任意の組合せが該当する。この場合、同調難易度判定部33は、例えば、所定のマップ等を参照して各属性を数値化し、数値化した属性を変数とする同調難易度Ddの算出式に基づき、同調難易度Ddを算出する。なお、第4の例では、上述の同調難易度Ddの算出式を用いる代わりに、同調難易度判定部33は、所定のマップを参照し、対象となる各会議参加者の複数の属性の組合せから、対応する同調難易度Ddを決定してもよい。なお、第1の例~第4の例における式又はマップ等は、予め記憶装置2又はメモリ12に記憶されている。 In the fourth example, the synchronization difficulty determination unit 33 determines the synchronization difficulty Dd based on a plurality of attributes of each conference participant. The plurality of attributes described above correspond to, for example, any combination selected from at least two of the job title or position in the first example, the job title in the second example, the age in the third example, and other attributes. In this case, the tuning difficulty determination unit 33 digitizes each attribute with reference to a predetermined map or the like, and determines the tuning difficulty Dd based on the calculation formula of the tuning difficulty Dd using the digitized attribute as a variable. calculate. In the fourth example, instead of using the above-mentioned calculation formula of the synchronization difficulty level Dd, the synchronization difficulty level determination unit 33 refers to a predetermined map and combines a plurality of attributes of each target conference participant. Therefore, the corresponding tuning difficulty level Dd may be determined. The formulas or maps in the first to fourth examples are stored in the storage device 2 or the memory 12 in advance.
 第2同調度算出部34は、対象の会議の会議参加者の組合せ毎に、同調難易度判定部33から供給される同調難易度Ddに基づき、第1同調度算出部32から供給される第1同調度Ds1を重み付けした同調度(「第2同調度Ds2」とも呼ぶ。)を算出する。この場合、第2同調度算出部34は、会議参加者の組合せ毎に、対応する第1同調度Ds1に同調難易度Ddを乗じることで、第2同調度Ds2を算出する。なお、第1同調度Ds1は、会議中における時系列の値であり、第2同調度算出部34は、この時系列の各値に対し同調難易度Ddを乗じることで得られた時系列の値を、第2同調度Ds2として算出する。 The second synchronization degree calculation unit 34 is supplied from the first synchronization degree calculation unit 32 based on the synchronization difficulty level Dd supplied from the synchronization difficulty level determination unit 33 for each combination of the conference participants of the target conference. The synchronization degree (also referred to as “second synchronization degree Ds2”) weighted by 1 synchronization degree Ds1 is calculated. In this case, the second tuning degree calculation unit 34 calculates the second tuning degree Ds2 by multiplying the corresponding first tuning degree Ds1 by the tuning difficulty level Dd for each combination of conference participants. The first synchronization degree Ds1 is a time-series value during the conference, and the second synchronization degree calculation unit 34 is a time-series obtained by multiplying each value of this time-series by the synchronization difficulty level Dd. The value is calculated as the second tuning degree Ds2.
 会議スコア算出部35は、第2同調度算出部34が算出した全ての第2同調度Ds2に基づき、即ち、対象の会議の会議参加者から二者を選択した全組み合わせに対応する第2同調度Ds2に基づき、会議スコアを算出する。この場合、会議スコア算出部35は、第2同調度算出部34が算出した各第2同調度Ds2に対し、会議の時間帯における第2同調度Ds2の時間軸での平均値(即ち時間平均)を算出し、第2同調度Ds2の時間平均を、会議参加者の全組み合わせを対象にさらに平均化する(即ちアンサンブル平均を算出する)ことで、会議スコアを算出する。 The conference score calculation unit 35 is based on all the second synchronization degrees Ds2 calculated by the second synchronization degree calculation unit 34, that is, the second synchronization corresponding to all combinations in which two are selected from the conference participants of the target conference. The conference score is calculated based on the degree Ds2. In this case, the conference score calculation unit 35 averages the second synchronization degree Ds2 calculated by the second synchronization degree calculation unit 34 on the time axis of the second synchronization degree Ds2 in the time zone of the conference (that is, time average). ), And the time average of the second synchronization degree Ds2 is further averaged for all combinations of conference participants (that is, the ensemble average is calculated) to calculate the conference score.
 例えば、会議スコア算出部35は、対象の会議の会議参加者の組合せがN通り(会議参加者が3人のときはN=3)ある場合には、まず、N個の時系列データである第2同調度Ds2に対し、スカラー値である時間平均を算出する。そして、会議スコア算出部35は、N個の第2同調度Ds2の時間平均を合算してNで除算したアンサンブル平均に基づき、会議スコアを算出する。なお、会議スコア算出部35は、会議スコアが所定の値域(例えば1から10までの整数)となるように、N個の第2同調度Ds2に基づき算出した値に対して正規化(スケーリング)や丸め処理等を行ってもよい。 For example, when the conference score calculation unit 35 has N combinations of conference participants in the target conference (N = 3 when there are three conference participants), first, N time-series data are obtained. The time average, which is a scalar value, is calculated with respect to the second tuning degree Ds2. Then, the conference score calculation unit 35 calculates the conference score based on the ensemble average obtained by adding up the time averages of N second synchronization degrees Ds2 and dividing by N. The conference score calculation unit 35 normalizes (scaling) the values calculated based on N second tuning degrees Ds2 so that the conference score is in a predetermined range (for example, an integer from 1 to 10). Or rounding may be performed.
 そして、会議スコア算出部35は、算出した会議スコア及び会議スコアの算出に用いた各種情報を、対象の会議の会議IDと関連付けて、会議分析情報として会議分析情報記憶部23に記憶する。上述の会議分析情報は、例えば、会議スコアを示す情報、会議スコアの算出に用いた第1同調度Ds1、第2同調度Ds2、同調難易度Dd、及び生体指標などを含む。このような情報は、表示制御部36による表示処理において好適に用いられる。 Then, the conference score calculation unit 35 stores the calculated conference score and various information used for calculating the conference score in the conference analysis information storage unit 23 as conference analysis information in association with the conference ID of the target conference. The above-mentioned conference analysis information includes, for example, information indicating a conference score, a first synchronization degree Ds1, a second synchronization degree Ds2, a synchronization difficulty level Dd, a biometric index, and the like used for calculating the conference score. Such information is suitably used in the display processing by the display control unit 36.
 表示制御部36は、会議分析情報記憶部23を参照し、表示端末4から送信される表示要求において指定された会議の質の評価に関する画面(「会議評価画面」とも呼ぶ。)を表示するための表示信号S2を生成する。そして、表示制御部36は、表示端末4に表示信号S2を送信することで、表示端末4に会議評価画面を表示させる。この会議評価画面の具体例については後述する。 The display control unit 36 refers to the conference analysis information storage unit 23 and displays a screen (also referred to as a “conference evaluation screen”) relating to the evaluation of the quality of the conference specified in the display request transmitted from the display terminal 4. Display signal S2 is generated. Then, the display control unit 36 transmits the display signal S2 to the display terminal 4 to cause the display terminal 4 to display the conference evaluation screen. A specific example of this conference evaluation screen will be described later.
 なお、図3において説明した生体情報取得部30、生体指標算出部31、第1同調度算出部32、同調難易度判定部33、第2同調度算出部34、会議スコア算出部35、表示制御部36の各構成要素は、例えば、プロセッサ11がプログラムを実行することによって実現できる。より具体的には、各構成要素は、メモリ12に格納されたプログラムを、プロセッサ11が実行することによって実現され得る。また、必要なプログラムを任意の不揮発性記録媒体に記録しておき、必要に応じてインストールすることで、各構成要素を実現するようにしてもよい。なお、これらの各構成要素は、プログラムによるソフトウェアで実現することに限ることなく、ハードウェア、ファームウェア、及びソフトウェアのうちのいずれかの組み合わせ等により実現してもよい。また、これらの各構成要素は、例えばFPGA(field-programmable gate array)又はマイコン等の、ユーザがプログラミング可能な集積回路を用いて実現してもよい。この場合、この集積回路を用いて、上記の各構成要素から構成されるプログラムを実現してもよい。このように、各構成要素は、プロセッサ11以外のハードウェアにより実現されてもよい。以上のことは、後述する他の実施の形態においても同様である。 The biological information acquisition unit 30, the biological index calculation unit 31, the first synchronization degree calculation unit 32, the synchronization difficulty determination unit 33, the second synchronization degree calculation unit 34, the conference score calculation unit 35, and the display control described in FIG. 3 Each component of unit 36 can be realized, for example, by the processor 11 executing a program. More specifically, each component can be realized by the processor 11 executing the program stored in the memory 12. Further, each component may be realized by recording a necessary program on an arbitrary non-volatile recording medium and installing it as needed. It should be noted that each of these components is not limited to being realized by software by a program, and may be realized by a combination of hardware, firmware, software, or the like. Further, each of these components may be realized by using a user-programmable integrated circuit such as an FPGA (field-programmable gate array) or a microcomputer. In this case, this integrated circuit may be used to realize a program composed of each of the above components. As described above, each component may be realized by hardware other than the processor 11. The above is the same in other embodiments described later.
 (4)処理フロー
 図4は、会議スコアの算出等に関する会議分析処理の手順を示すフローチャートの一例である。情報処理装置1は、例えば、表示端末4から表示要求を受信した場合に、当該表示要求により指定された会議を対象として図4のフローチャートを実行する。他の例では、情報処理装置1は、会議情報記憶部20を参照することで、会議スコアを算出すべき会議が行われる時間帯を認識し、当該時間帯が経過した会議を対象として、図4のフローチャートを実行する。さらに別の例では、情報処理装置1は、生体情報検出センサ3による検出信号S1の送信が完了(停止)した会議を対象として、図4のフローチャートを実行する。
(4) Processing Flow FIG. 4 is an example of a flowchart showing a procedure of conference analysis processing related to calculation of a conference score and the like. When, for example, the information processing apparatus 1 receives a display request from the display terminal 4, the information processing device 1 executes the flowchart of FIG. 4 for the conference designated by the display request. In another example, the information processing device 1 recognizes the time zone in which the conference for which the conference score should be calculated is held by referring to the conference information storage unit 20, and targets the conference in which the time zone has passed. Execute the flowchart of 4. In yet another example, the information processing device 1 executes the flowchart of FIG. 4 for a conference in which transmission of the detection signal S1 by the biological information detection sensor 3 is completed (stopped).
 まず、情報処理装置1の生体情報取得部30は、生体情報記憶部22を参照し、対象の会議における会議参加者の生体情報を取得する(ステップS11)。そして、生体指標算出部31は、ステップS11で取得した生体情報から、各会議参加者の時系列の生体指標を算出する(ステップS12)。 First, the biometric information acquisition unit 30 of the information processing device 1 refers to the biometric information storage unit 22 and acquires the biometric information of the conference participants in the target conference (step S11). Then, the biometric index calculation unit 31 calculates the time-series biometric index of each conference participant from the biometric information acquired in step S11 (step S12).
 次に、第1同調度算出部32は、ステップS12で算出された各会議参加者の時系列の生体指標に基づき、参加者間の第1同調度Ds1を算出する(ステップS13)。この場合、第1同調度算出部32は、対象の会議の会議参加者数をnとした場合には、二者の組の全組合せ毎に、対象の会議参加者の時系列の生体指標に基づき、第1同調度Ds1を算出する。 Next, the first synchronization degree calculation unit 32 calculates the first synchronization degree Ds1 among the participants based on the time-series biometric index of each conference participant calculated in step S12 (step S13). In this case, when the number of conference participants in the target conference is n, the first synchronization degree calculation unit 32 sets the time series of the target conference participants for each combination of the two n C 2 sets. The first degree of synchronization Ds1 is calculated based on the biometric index.
 次に、同調難易度判定部33は、第1同調度Ds1を算出した会議参加者の組合せ毎に同調難易度Ddを判定する(ステップS14)。この場合、同調難易度判定部33は、個人属性情報記憶部21に記憶された会議参加者の属性情報を参照し、会議参加者同士の属性の類似性等に基づく同調難易度Ddを、会議参加者の全組合せに対して決定する。そして、第2同調度算出部34は、第1同調度Ds1を、対応する同調難易度Ddにより重み付けした第2同調度Ds2を算出する(ステップS15)。これにより、情報処理装置1は、会議参加者の属性から推定される同調の難易度を考慮した同調度である第2同調度Ds2を好適に算出することができる。 Next, the tuning difficulty determination unit 33 determines the tuning difficulty Dd for each combination of the conference participants who calculated the first tuning Ds1 (step S14). In this case, the synchronization difficulty determination unit 33 refers to the attribute information of the conference participants stored in the personal attribute information storage unit 21, and sets the synchronization difficulty Dd based on the similarity of the attributes of the conference participants and the like. Determined for all combinations of participants. Then, the second tuning degree calculation unit 34 calculates the second tuning degree Ds2 in which the first tuning degree Ds1 is weighted by the corresponding tuning difficulty level Dd (step S15). As a result, the information processing apparatus 1 can suitably calculate the second tuning degree Ds2, which is the tuning degree considering the difficulty of tuning estimated from the attributes of the conference participants.
 そして、会議スコア算出部35は、ステップS15で算出した会議参加者の全組合せの第2同調度Ds2に基づき、会議スコアを算出する(ステップS16)。これにより、会議スコア算出部35は、対象の会議の質を評価するための会議スコアを、会議参加者間の同調度に基づき好適に算出することができる。また、これに加えて、ステップS16では、会議スコア算出部35は、算出した会議スコア及び会議スコアの算出に用いた各種情報を含む会議分析情報を、対象の会議の会議IDと関連付けて会議分析情報記憶部23に記憶する。その後、表示制御部36は、表示端末4から送信される表示要求に基づき、会議分析情報記憶部23に記憶された会議分析情報に基づき表示信号S2を生成し、生成した表示信号S2を、表示要求の送信元である表示端末4に送信する。 Then, the conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the conference participants calculated in step S15 (step S16). As a result, the conference score calculation unit 35 can suitably calculate the conference score for evaluating the quality of the target conference based on the degree of synchronization among the conference participants. In addition to this, in step S16, the conference score calculation unit 35 associates the calculated conference score and the conference analysis information including various information used for calculating the conference score with the conference ID of the target conference for conference analysis. It is stored in the information storage unit 23. After that, the display control unit 36 generates a display signal S2 based on the conference analysis information stored in the conference analysis information storage unit 23 based on the display request transmitted from the display terminal 4, and displays the generated display signal S2. It is transmitted to the display terminal 4 which is the source of the request.
 なお、会議スコア算出部35は、会議参加者の全組合せの第2同調度Ds2に基づき、会議スコアを算出する代わりに、会議参加者の一部の組合せの第2同調度Ds2に基づき、会議スコアを算出してもよい。この場合、例えば、会議スコア算出部35は、予め会議スコアに使用する第2同調度Ds2の数を定めておき、会議スコアの算出に使用する第2同調度Ds2を、会議参加者の全組合せの第2同調度Ds2からランダムに選択してもよい。 The conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the conference participants, and instead of calculating the conference score, the conference is based on the second synchronization degree Ds2 of some combinations of the conference participants. The score may be calculated. In this case, for example, the conference score calculation unit 35 determines the number of the second synchronization degree Ds2 used for the conference score in advance, and the second synchronization degree Ds2 used for calculating the conference score is used for all combinations of the conference participants. It may be randomly selected from the second tuning degree Ds2 of.
 (5)表示例
 次に、情報処理装置1が生成する表示信号S2に基づき表示端末4が表示する会議評価画面の表示例について、図5~図7を参照して説明する。
(5) Display Example Next, a display example of the conference evaluation screen displayed by the display terminal 4 based on the display signal S2 generated by the information processing device 1 will be described with reference to FIGS. 5 to 7.
 図5は、複数の会議に対する評価の一覧を表示した会議評価画面(「会議評価一覧画面」とも呼ぶ。)の表示例である。情報処理装置1の表示制御部36は、表示信号S2を表示端末4に送信することで、会議一覧表51と、会議選択ボタン52と、詳細画面表示ボタン53とを含む会議評価一覧画面を、表示端末4に表示させている。 FIG. 5 is a display example of a conference evaluation screen (also referred to as a “meeting evaluation list screen”) displaying a list of evaluations for a plurality of conferences. By transmitting the display signal S2 to the display terminal 4, the display control unit 36 of the information processing device 1 displays the conference evaluation list screen including the conference list 51, the conference selection button 52, and the detailed screen display button 53. It is displayed on the display terminal 4.
 会議一覧表51は、会議スコアが算出された会議に関する情報の一覧を示す表であり、主に、会議ID、会議室、会議日時、参加人数、会議スコアの各項目を有する。表示制御部36は、会議ID,会議室、会議日時、参加人数の各項目の内容を、会議情報記憶部20に記憶された会議情報から抽出する。また、表示制御部36は、会議スコアを、会議分析情報記憶部23に記憶された会議分析情報から抽出する。ここでは、会議スコアは、一例として、1から10までの10段階評価となっている。 The conference list 51 is a table showing a list of information related to the conference for which the conference score has been calculated, and mainly has each item of the conference ID, the conference room, the conference date and time, the number of participants, and the conference score. The display control unit 36 extracts the contents of each item of the conference ID, the conference room, the conference date and time, and the number of participants from the conference information stored in the conference information storage unit 20. Further, the display control unit 36 extracts the conference score from the conference analysis information stored in the conference analysis information storage unit 23. Here, the conference score is evaluated on a 10-point scale from 1 to 10 as an example.
 会議選択ボタン52は、会議一覧表51に一覧表示された会議毎に設けられたボタン群であり、複数選択が可能となっている。図6は、会議ID「M101」の会議の会議選択ボタン52が選択された状態を示している。詳細画面表示ボタン53は、選択された会議選択ボタン52に対応する会議の詳細な分析結果を示す画面の表示を指定するボタンである。表示制御部36は、詳細画面表示ボタン53の選択を検知した場合、選択された会議選択ボタン52に対応する会議の詳細な分析結果を示す画面の表示信号S2を生成し、当該表示信号S2を表示端末4に送信する。 The conference selection button 52 is a group of buttons provided for each conference listed in the conference list 51, and a plurality of selections can be made. FIG. 6 shows a state in which the conference selection button 52 of the conference with the conference ID “M101” is selected. The detail screen display button 53 is a button for designating the display of the screen showing the detailed analysis result of the conference corresponding to the selected conference selection button 52. When the display control unit 36 detects the selection of the detailed screen display button 53, the display control unit 36 generates a screen display signal S2 showing a detailed analysis result of the conference corresponding to the selected conference selection button 52, and generates the display signal S2. It is transmitted to the display terminal 4.
 図6は、図5の会議評価一覧画面において選択された1つの会議の詳細な分析結果を示す会議評価画面(「会議評価個別画面」とも呼ぶ。)の表示例である。図6に示す会議評価個別画面を表示するための処理として、まず、表示制御部36は、図5の会議評価一覧画面において、会議ID「M101」の会議の会議選択ボタン52が選択された状態で詳細画面表示ボタン53が選択されたことを検知する。そして、表示制御部36は、会議ID「M101」の会議に関する会議評価個別画面の表示信号S2を生成し、当該表示信号S2を表示端末4に送信することで、図6に示す会議評価個別画面を表示端末4に表示させている。 FIG. 6 is a display example of a conference evaluation screen (also referred to as a “meeting evaluation individual screen”) showing a detailed analysis result of one conference selected on the conference evaluation list screen of FIG. As a process for displaying the conference evaluation individual screen shown in FIG. 6, first, the display control unit 36 is in a state where the conference selection button 52 of the conference with the conference ID “M101” is selected on the conference evaluation list screen of FIG. Detects that the detail screen display button 53 is selected. Then, the display control unit 36 generates the display signal S2 of the conference evaluation individual screen related to the conference of the conference ID “M101” and transmits the display signal S2 to the display terminal 4, so that the conference evaluation individual screen shown in FIG. 6 is displayed. Is displayed on the display terminal 4.
 ここで、表示制御部36は、会議評価個別画面上に、参加者リスト表示欄54と、生体指標選択欄55と、生体指標表示欄56と、同調度選択欄57と、同調度表示欄58と、会議スコア表示欄59とを表示している。なお、図6の例では、情報処理装置1は、一例として、属性情報の1つである職位の情報を用いて同調難易度Ddを判定し、判定した同調難易度Ddに基づき第2同調度Ds2及び会議スコアの算出を行っている。なお、以後では、一例として、職位を小文字アルファベット(a~c)と数値(1~5)により表すものとし、小文字アルファベットaが最も高い職位を表し、小文字アルファベットcが最も低い職位を表すものとする。また、小文字アルファベットが同一の場合には、数値が低いほど高い職位を表すものとする。 Here, the display control unit 36 has a participant list display field 54, a biometric index selection field 55, a biometric index display field 56, a synchronization degree selection field 57, and a synchronization degree display field 58 on the conference evaluation individual screen. And the conference score display field 59 are displayed. In the example of FIG. 6, the information processing apparatus 1 determines the synchronization difficulty level Dd using the job title information, which is one of the attribute information, and the second synchronization level based on the determined synchronization difficulty level Dd. Ds2 and conference score are calculated. In the following, as an example, the job title will be represented by lowercase letters (a to c) and numerical values (1 to 5), the lowercase letter a will represent the highest job title, and the lowercase letter c will represent the lowest job title. To do. When the lowercase alphabets are the same, the lower the number, the higher the position.
 参加者リスト表示欄54は、対象の会議における会議参加者のリストを示す。ここでは、表示制御部36は、参加者リスト表示欄54上に、各会議参加者の氏名と職位との組み合わせを表示すると共に、各会議参加者に割り当てた固有の大文字アルファベット(A~C)を表示している。ここで、表示制御部36は、例えば、会議情報記憶部20に記憶された各会議参加者の個人IDと、個人属性情報記憶部21に記憶された個人ID毎の属性情報とに基づき、対象となる会議参加者の氏名及び職位の情報を取得する。 The participant list display column 54 shows a list of conference participants in the target conference. Here, the display control unit 36 displays the combination of the name and job title of each conference participant on the participant list display field 54, and assigns each conference participant a unique uppercase alphabet (A to C). Is displayed. Here, the display control unit 36 is a target based on, for example, the personal ID of each conference participant stored in the conference information storage unit 20 and the attribute information for each personal ID stored in the personal attribute information storage unit 21. Obtain information on the names and positions of the participants in the conference.
 生体指標選択欄55は、生体指標表示欄56に表示させる生体指標を閲覧者が選択する欄である。ここでは、一例として、生体指標選択欄55は、プルダウンメニュー形式の選択欄となっており、対象の会議参加者の生体情報から算出可能な1又は複数種類の生体指標から生体指標表示欄56に表示させる生体指標の選択を受け付ける。 The biometric index selection field 55 is a field in which the viewer selects a biometric index to be displayed in the biometric index display field 56. Here, as an example, the biometric index selection field 55 is a pull-down menu format selection field, and one or a plurality of types of biometric indexes that can be calculated from the biometric information of the target conference participants are displayed in the biometric index display field 56. Accepts the selection of biomarkers to be displayed.
 生体指標表示欄56は、生体指標選択欄55において選択された生体指標の各会議参加者の会議中での時系列のグラフを表示する欄である。表示制御部36は、例えば、生体指標選択欄55において選択された生体指標の会議参加者毎の時系列データを会議分析情報記憶部23等から取得し、選択された生体指標と時間との2次元座標上に取得した会議参加者毎の時系列データを示すグラフを表示する。ここでは、表示制御部36は、各会議参加者の覚醒度の時系列データを、参加者リスト表示欄54にて会議参加者毎に割り当てられた大文字アルファベットの各々に対応付けて、生体指標表示欄56上に表示している。 The biometric index display column 56 is a column for displaying a time-series graph of the biometric index selected in the biometric index selection column 55 during the meeting of each conference participant. The display control unit 36 acquires, for example, time-series data for each conference participant of the biometric index selected in the biometric index selection field 55 from the conference analysis information storage unit 23 or the like, and sets the selected biometric index and time. A graph showing the time series data for each conference participant acquired on the dimensional coordinates is displayed. Here, the display control unit 36 associates the time-series data of the alertness of each conference participant with each of the uppercase alphabets assigned to each conference participant in the participant list display field 54, and displays the biometric index. It is displayed on the column 56.
 同調度選択欄57は、同調度表示欄58に表示させる同調度(第1同調度Ds1又は第2同調度Ds2)を選択する欄である。同調度選択欄57は、プルダウンメニュー形式の選択欄であり、同調難易度Ddに基づく重み付けがされる前の同調度である第1同調度Ds1又は同調難易度Ddに基づく重み付け後の同調度である第2同調度Ds2のいずれかの選択を受け付ける。 The tuning degree selection field 57 is a field for selecting the tuning degree (first tuning degree Ds1 or second tuning degree Ds2) to be displayed in the tuning degree display field 58. The tuning degree selection field 57 is a pull-down menu type selection field, and is the first tuning degree Ds1 which is the tuning degree before weighting based on the tuning difficulty level Dd or the tuning degree after weighting based on the tuning difficulty level Dd. Accepts the selection of any of the second tuning degrees Ds2.
 同調度表示欄58は、同調度選択欄57において選択された同調度(図6では第2同調度Ds2)の時系列グラフを、会議参加者の全組合せ(図6では3組)について表示する欄である。図6の例では、表示制御部36は、会議分析情報記憶部23を参照し、会議参加者の全組合せ(3組)に対応する第2同調度Ds2の会議中での遷移を示すグラフを表示する。なお、表示制御部36は、会議分析情報記憶部23に登録された時系列の第2同調度Ds2に対して移動平均などの平滑化処理を適用した第2同調度Ds2の時間遷移を示すグラフを、同調度表示欄58に表示してもよい。 The synchronization degree display column 58 displays a time-series graph of the synchronization degree (second synchronization degree Ds2 in FIG. 6) selected in the synchronization degree selection column 57 for all combinations of conference participants (three sets in FIG. 6). It is a column. In the example of FIG. 6, the display control unit 36 refers to the conference analysis information storage unit 23, and displays a graph showing the transition of the second synchronization degree Ds2 in the conference corresponding to all combinations (3 sets) of the conference participants. indicate. The display control unit 36 is a graph showing the time transition of the second synchronization degree Ds2 of the time series registered in the conference analysis information storage unit 23 by applying a smoothing process such as a moving average to the second synchronization degree Ds2 of the time series. May be displayed in the synchronization degree display column 58.
 また、表示制御部36は、会議参加者の全組合せに対応する第2同調度Ds2の各々の算出に用いた同調難易度Ddを、同調度表示欄58の下に表示している。図6の例では、会議参加者Aと会議参加者Cとの職位が最も差が大きいことから、会議参加者Aと会議参加者Cとの同調難易度Dsが最も高い値(2.5)に設定されている。このように、表示制御部36は、対象の会議中での第2同調度Ds2の遷移を、重み付けに用いた同調難易度Ddと共に表示することで、同調難易度Ddによる重み付けの影響を好適に閲覧者に把握させることができる。 Further, the display control unit 36 displays the synchronization difficulty level Dd used for each calculation of the second synchronization degree Ds2 corresponding to all combinations of the conference participants under the synchronization degree display column 58. In the example of FIG. 6, since the position difference between the conference participant A and the conference participant C is the largest, the synchronization difficulty Ds between the conference participant A and the conference participant C is the highest value (2.5). Is set to. In this way, the display control unit 36 preferably displays the transition of the second tuning degree Ds2 in the target conference together with the tuning difficulty level Dd used for the weighting, thereby preferably affecting the weighting by the tuning difficulty level Dd. It can be grasped by the viewer.
 さらに、表示制御部36は、同調度選択欄57において第1同調度Ds1が選択された場合には、会議参加者の全組合せ(3組)に対応する第1同調度Ds1の会議中での遷移を示すグラフを、同調度表示欄58上に表示する。従って、閲覧者は、同調度選択欄57への操作により、第1同調度Ds1と第2同調度Ds2とを好適に比較することも可能となる。 Further, when the first tuning degree Ds1 is selected in the tuning degree selection field 57, the display control unit 36 is in the meeting of the first tuning degree Ds1 corresponding to all combinations (three sets) of the conference participants. A graph showing the transition is displayed on the synchronization degree display column 58. Therefore, the viewer can preferably compare the first tuning degree Ds1 and the second tuning degree Ds2 by operating the tuning degree selection field 57.
 会議スコア表示欄59は、対象の会議に対する会議スコアを表示する欄である。ここでは、表示制御部36は、会議分析情報記憶部23を参照することで、対象の会議に対する会議スコア(ここでは8)を表示する。なお、表示制御部36は、会議分析情報記憶部23に会議分析情報が記憶されている全会議の中での会議スコアの順位などを、会議スコアと共に会議スコア表示欄59に表示してもよい。 The conference score display column 59 is a column for displaying the conference score for the target conference. Here, the display control unit 36 displays the conference score (here, 8) for the target conference by referring to the conference analysis information storage unit 23. The display control unit 36 may display the ranking of the conference score among all the conferences in which the conference analysis information is stored in the conference analysis information storage unit 23 in the conference score display column 59 together with the conference score. ..
 このように、表示制御部36は、閲覧者が指定した会議中での生体指標、重み付け前後の同調度、及び会議スコアを好適に表示することができる。これにより、閲覧者は、会議評価個別画面を参照し、指定した会議を好適に評価することができる。 In this way, the display control unit 36 can suitably display the biometric index in the conference designated by the viewer, the degree of synchronization before and after weighting, and the conference score. As a result, the viewer can appropriately evaluate the designated conference by referring to the conference evaluation individual screen.
 図7は、会議評価一覧画面において複数の会議が選択された場合の各会議の分析結果を示す会議評価画面(「会議評価比較画面」とも呼ぶ。)の表示例である。ここでは、図5の会議評価一覧画面において、会議ID「M101」の会議の会議選択ボタン52及び会議ID「M102」の会議の会議選択ボタン52が選択された状態で詳細画面表示ボタン53が選択されたものとする。そして、表示制御部36は、会議ID「M101」及び「M102」の各会議の分析結果に関する表示信号S2を生成し、当該表示信号S2を表示端末4に送信することで、図7に示す会議評価一覧画面を表示端末4に表示させている。 FIG. 7 is a display example of a conference evaluation screen (also referred to as a “conference evaluation comparison screen”) showing the analysis results of each conference when a plurality of conferences are selected on the conference evaluation list screen. Here, on the conference evaluation list screen of FIG. 5, the detail screen display button 53 is selected with the conference selection button 52 of the conference with the conference ID “M101” and the conference selection button 52 of the conference with the conference ID “M102” selected. It shall be assumed that it was done. Then, the display control unit 36 generates a display signal S2 regarding the analysis result of each of the conferences of the conference IDs “M101” and “M102”, and transmits the display signal S2 to the display terminal 4, so that the conference shown in FIG. The evaluation list screen is displayed on the display terminal 4.
 ここで、表示制御部36は、会議ID「M101」に関し、参加者リスト表示欄60と、選択欄61と、グラフ表示欄62と、会議スコア表示欄63とを、会議評価比較画面の上段に表示する。また、表示制御部36は、会議ID「M102」に関し、参加者リスト表示欄65と、選択欄66と、グラフ表示欄67と、会議スコア表示欄68とを、会議評価比較画面の下段に表示する。 Here, the display control unit 36 puts the participant list display field 60, the selection field 61, the graph display field 62, and the meeting score display field 63 on the upper part of the meeting evaluation comparison screen with respect to the meeting ID “M101”. indicate. Further, the display control unit 36 displays the participant list display column 65, the selection column 66, the graph display column 67, and the conference score display column 68 in the lower part of the conference evaluation comparison screen with respect to the conference ID “M102”. To do.
 表示制御部36は、参加者リスト表示欄60及び参加者リスト表示欄65に、会議ID「M101」及び「M102」の各会議の会議参加者を夫々表示する。また、表示制御部36は、選択欄61及び選択欄66により、グラフ表示欄62及びグラフ表示欄67に夫々表示させる指標の選択を受け付ける。ここで、選択欄61及び選択欄66は、各種の生体指標、第1同調度Ds1、第2同調度Ds2のいずれかを選択可能なプルダウンメニュー形式の選択欄となっている。また、表示制御部36は、選択欄61及び選択欄66で夫々指定された指標(ここでは第2同調度Ds2)の、対象となる各会議での時間遷移を示すグラフを、グラフ表示欄62及びグラフ表示欄67に夫々表示する。また、表示制御部36は、会議スコア表示欄63及び会議スコア表示欄68上に、会議ID「M101」及び「M102」の各会議の会議スコアを表示する。 The display control unit 36 displays the conference participants of each conference with the conference IDs "M101" and "M102" in the participant list display column 60 and the participant list display column 65, respectively. Further, the display control unit 36 accepts the selection of the index to be displayed in the graph display field 62 and the graph display field 67 by the selection field 61 and the selection field 66, respectively. Here, the selection field 61 and the selection field 66 are pull-down menu type selection fields in which any of various biomarkers, the first synchronization degree Ds1 and the second synchronization degree Ds2 can be selected. Further, the display control unit 36 displays a graph showing the time transition of the index (here, the second synchronization degree Ds2) specified in the selection column 61 and the selection column 66 at each target conference in the graph display column 62. And each is displayed in the graph display field 67. Further, the display control unit 36 displays the conference score of each conference of the conference IDs “M101” and “M102” on the conference score display column 63 and the conference score display column 68.
 このように、会議評価比較画面では、表示制御部36は、閲覧者が選択した複数の会議の会議スコア及び会議スコアの算出に用いた同調度等の各指標を並べて表示する。これにより、閲覧者は、会議評価比較画面を参照することで、選択した会議の分析結果を好適に比較することができる。 In this way, on the conference evaluation comparison screen, the display control unit 36 displays the conference scores of a plurality of conferences selected by the viewer and each index such as the degree of synchronization used for calculating the conference scores side by side. As a result, the viewer can preferably compare the analysis results of the selected conference by referring to the conference evaluation comparison screen.
 <第2実施形態>
 図8は、第2実施形態に係る会議評価システム100Aの構成を示す。会議評価システム100Aは、会議室5内に設けられた環境検出センサ6を備える。以後では、第1実施形態と同一の構成要素については適宜第1実施形態と同一の符号を付し、その説明を適宜省略する。
<Second Embodiment>
FIG. 8 shows the configuration of the conference evaluation system 100A according to the second embodiment. The conference evaluation system 100A includes an environment detection sensor 6 provided in the conference room 5. Hereinafter, the same components as those in the first embodiment will be appropriately designated by the same reference numerals as those in the first embodiment, and the description thereof will be omitted as appropriate.
 環境検出センサ6は、会議室5内に設けられた1または複数のセンサであり、会議室5内の環境検出に用いられる。環境検出センサ6は、例えば、湿度、温度、酸素濃度、明るさなどの1又は複数種類の環境を示す指標(環境指標)を検出する。そして、環境検出センサ6は、検出した環境指標を示す検出信号「S3」を、情報処理装置1又は記憶装置2に送信する。 The environment detection sensor 6 is one or a plurality of sensors provided in the conference room 5, and is used for detecting the environment in the conference room 5. The environment detection sensor 6 detects an index (environmental index) indicating one or a plurality of types of environments such as humidity, temperature, oxygen concentration, and brightness. Then, the environment detection sensor 6 transmits the detection signal “S3” indicating the detected environmental index to the information processing device 1 or the storage device 2.
 記憶装置2は、第1実施形態において説明した会議情報記憶部20、個人属性情報記憶部21、生体情報記憶部22、会議分析情報記憶部23に加えて、環境情報記憶部24を有する。環境情報記憶部24は、環境検出センサ6から送信される検出信号S3に基づく会議中での1又は複数の環境指標を示す環境情報を記憶する。ここで、環境情報記憶部24に記憶される環境情報は、会議中に検出された環境指標の時系列データであってもよく、会議中に検出された環境指標の時間平均などの代表値であってもよい。なお、検出信号S3が情報処理装置1に送信される場合、情報処理装置1は、受信した検出信号S3により示される環境情報を、環境情報記憶部24に記憶する。 The storage device 2 has an environmental information storage unit 24 in addition to the conference information storage unit 20, the personal attribute information storage unit 21, the biological information storage unit 22, and the conference analysis information storage unit 23 described in the first embodiment. The environmental information storage unit 24 stores environmental information indicating one or a plurality of environmental indicators during the conference based on the detection signal S3 transmitted from the environmental detection sensor 6. Here, the environmental information stored in the environmental information storage unit 24 may be time-series data of the environmental index detected during the meeting, and may be a representative value such as a time average of the environmental index detected during the meeting. There may be. When the detection signal S3 is transmitted to the information processing device 1, the information processing device 1 stores the environmental information indicated by the received detection signal S3 in the environmental information storage unit 24.
 なお、第2実施形態における情報処理装置1及び表示端末4のブロック構成は、第1実施形態において説明した図2(A)、(B)と同一のため、その説明を省略する。また、第2実施形態におけるプロセッサ11は、図3に示される機能ブロックと同様、生体情報取得部30、生体指標算出部31、第1同調度算出部32、同調難易度判定部33、第2同調度算出部34、会議スコア算出部35及び表示制御部36として機能する。 Since the block configuration of the information processing device 1 and the display terminal 4 in the second embodiment is the same as those in FIGS. 2 (A) and 2 (B) described in the first embodiment, the description thereof will be omitted. Further, the processor 11 in the second embodiment has the same as the functional block shown in FIG. 3, the biological information acquisition unit 30, the biological index calculation unit 31, the first synchronization degree calculation unit 32, the synchronization difficulty determination unit 33, and the second. It functions as a synchronization degree calculation unit 34, a conference score calculation unit 35, and a display control unit 36.
 ここで、第2実施形態に係る会議スコア算出部35は、環境情報記憶部24から対象の会議に対応する環境情報を取得することで、対象の会議に対する環境面での同調の難易度(「環境難易度De」とも呼ぶ。)を判定する。この場合、例えば、環境情報として記憶される環境指標の想定され得る値(複数の場合には値の組合せ)と、設定すべき環境難易度Deとを対応付けた式又はマップ等が予めメモリ12又は記憶装置2に記憶されている。そして、会議スコア算出部35は、この式又はマップ等を参照することで、環境情報記憶部24から取得した対象の会議に対応する環境情報が示す環境指標に基づき、環境難易度Deを決定する。ここで、環境難易度Deは、取得した環境情報が示す環境指標が会議に適さない(酷な)環境であることを示す値であるほど、高い値に設定される。 Here, the conference score calculation unit 35 according to the second embodiment acquires the environmental information corresponding to the target conference from the environmental information storage unit 24, so that the difficulty level of environmental synchronization with the target conference ("" Also called "Environmental Difficulty De"). In this case, for example, an expression or a map in which an expected value of an environmental index stored as environmental information (a combination of values in the case of a plurality of values) and an environmental difficulty level De to be set is associated with the memory 12 is stored in advance. Alternatively, it is stored in the storage device 2. Then, the conference score calculation unit 35 determines the environmental difficulty level De based on the environmental index indicated by the environmental information corresponding to the target conference acquired from the environmental information storage unit 24 by referring to this formula or the map. .. Here, the environmental difficulty level De is set to a higher value as the environmental index indicated by the acquired environmental information is a value indicating that the environment is not suitable for the meeting (harsh).
 そして、会議スコア算出部35は、判定した環境難易度Deと、会議参加者の全組合せに対応する第2同調度Ds2と、に基づき、会議スコアを算出する。この場合、会議スコア算出部35は、例えば、会議参加者の全組合せに対応する第2同調度Ds2に基づき算出した値(例えば第2同調度Ds2に時間平均及びアンサンブル平均を行った値)に環境難易度Deを乗じることで、会議スコアを算出する。この場合、例えば、会議スコア算出部35は、環境難易度Deを乗じることで得られる値に対して正規化(スケーリング)及び丸め処理等を行った値を、会議スコアとして算出してもよい。 Then, the conference score calculation unit 35 calculates the conference score based on the determined environmental difficulty level De and the second synchronization degree Ds2 corresponding to all combinations of the conference participants. In this case, the conference score calculation unit 35 sets the value calculated based on the second synchronization degree Ds2 corresponding to all combinations of the conference participants (for example, the value obtained by performing the time average and the ensemble average on the second synchronization degree Ds2). The conference score is calculated by multiplying the environmental difficulty level De. In this case, for example, the conference score calculation unit 35 may calculate the value obtained by multiplying the environmental difficulty level De by performing normalization (scaling), rounding, and the like as the conference score.
 図9は、第2実施形態における会議分析処理の手順を示すフローチャートの一例である。なお、第2同調度Ds2を算出するまでの処理(即ちステップS21~ステップS25の処理)は、図4のフローチャートにおけるステップS11~ステップS15の処理と同一のため、その説明を省略する。 FIG. 9 is an example of a flowchart showing the procedure of the conference analysis process in the second embodiment. Since the processing up to the calculation of the second synchronization degree Ds2 (that is, the processing of steps S21 to S25) is the same as the processing of steps S11 to S15 in the flowchart of FIG. 4, the description thereof will be omitted.
 ステップS25で第2同調度Ds2の算出後、情報処理装置1の会議スコア算出部35は、対象の会議の環境情報を環境情報記憶部24から抽出し、抽出した環境情報に基づき、環境難易度Deを決定する(ステップS26)。この場合、例えば、会議スコア算出部35は、所定の式又はマップ等を参照し、取得した環境情報が示す環境指標が会議に適した環境であることを示す値であるほど、環境難易度Deを低い値に設定する。 After calculating the second synchronization degree Ds2 in step S25, the conference score calculation unit 35 of the information processing device 1 extracts the environmental information of the target conference from the environmental information storage unit 24, and based on the extracted environmental information, the environmental difficulty level. De is determined (step S26). In this case, for example, the conference score calculation unit 35 refers to a predetermined formula or map, and the more the environmental index indicated by the acquired environmental information is a value indicating that the environment is suitable for the conference, the more the environmental difficulty De To a low value.
 そして、会議スコア算出部35は、ステップS25で算出した会議参加者のN組の全組合せの第2同調度Ds2と、ステップS26で算出した環境難易度Deと、に基づき、会議スコアを算出する(ステップS27)。また、これに加えて、ステップS26では、会議スコア算出部35は、算出した会議スコア及び会議スコアの算出に用いた各種情報を含む会議分析情報を、対象の会議の会議IDと関連付けて環境情報記憶部24に記憶する。 Then, the conference score calculation unit 35 calculates the conference score based on the second synchronization degree Ds2 of all combinations of the N groups of the conference participants calculated in step S25 and the environmental difficulty level De calculated in step S26. (Step S27). In addition to this, in step S26, the conference score calculation unit 35 associates the calculated conference score and the conference analysis information including various information used for calculating the conference score with the conference ID of the target conference and provides environmental information. It is stored in the storage unit 24.
 このように、第2実施形態によれば、情報処理装置1は、対象の会議が行われたときの環境情報に基づき、会議の環境による影響を排除した会議スコアを的確に算出することができる。 As described above, according to the second embodiment, the information processing apparatus 1 can accurately calculate the conference score excluding the influence of the conference environment based on the environmental information when the target conference is held. ..
 <第3実施形態>
 図10は、第3実施形態における情報処理装置1Bの概略構成図である。図10に示すように、情報処理装置1Bは、主に、生体情報取得部30Bと、第1同調度算出部32Bと、同調難易度判定部33Bと、第2同調度算出部34Bとを有する。
<Third Embodiment>
FIG. 10 is a schematic configuration diagram of the information processing device 1B according to the third embodiment. As shown in FIG. 10, the information processing apparatus 1B mainly includes a biological information acquisition unit 30B, a first synchronization degree calculation unit 32B, a synchronization difficulty determination unit 33B, and a second synchronization degree calculation unit 34B. ..
 生体情報取得部30Bは、会議の複数の会議参加者の生体情報を取得する。生体情報取得部30Bは、例えば、第1実施形態又は第2実施形態の生体情報取得部30により実現される。 The biometric information acquisition unit 30B acquires biometric information of a plurality of conference participants in the conference. The biological information acquisition unit 30B is realized by, for example, the biological information acquisition unit 30 of the first embodiment or the second embodiment.
 第1同調度算出部32Bは、生体情報取得部30Bが取得した生体情報に基づき、会議における複数の会議参加者間の同調度である第1同調度Ds1を算出する。第1同調度算出部32Bは、例えば、第1実施形態又は第2実施形態の生体指標算出部31及び第1同調度算出部32により実現される。他の例では、第1同調度算出部32Bは、第1同調度Ds1を算出する二者の生体情報の時系列データに対し、第1実施形態で説明した相互相関関数等の時系列データの類似度算出アルゴリズムを適用することで、第1同調度Ds1を算出してもよい。この場合、第1同調度算出部32Bは、生体情報から生体指標への変換処理を行わない。 The first synchronization degree calculation unit 32B calculates the first synchronization degree Ds1 which is the synchronization degree between a plurality of conference participants in the conference based on the biometric information acquired by the biometric information acquisition unit 30B. The first synchronization degree calculation unit 32B is realized by, for example, the biological index calculation unit 31 and the first synchronization degree calculation unit 32 of the first embodiment or the second embodiment. In another example, the first synchronization degree calculation unit 32B refers to the time series data of the biometric information of the two persons for calculating the first synchronization degree Ds1 with respect to the time series data such as the cross-correlation function described in the first embodiment. The first tuning degree Ds1 may be calculated by applying the similarity calculation algorithm. In this case, the first synchronization degree calculation unit 32B does not perform the conversion process from the biological information to the biological index.
 同調難易度判定部33Bは、複数の会議参加者の属性情報に基づき、参加者間での同調の難易度である同調難易度Ddを判定する。同調難易度判定部33Bは、例えば、第1実施形態又は第2実施形態の同調難易度判定部33により実現される。複数の会議参加者の属性情報は、例えば、第1実施形態又は第2実施形態の個人属性情報記憶部21に記憶される属性情報である。 The entrainment difficulty determination unit 33B determines the entrainment difficulty Dd, which is the entrainment difficulty among the participants, based on the attribute information of a plurality of conference participants. The tuning difficulty determination unit 33B is realized by, for example, the synchronization difficulty determination unit 33 of the first embodiment or the second embodiment. The attribute information of the plurality of conference participants is, for example, the attribute information stored in the personal attribute information storage unit 21 of the first embodiment or the second embodiment.
 第2同調度算出部34Bは、第1同調度Ds1を同調難易度Ddにより重み付けした第2同調度Ds2を算出する。第2同調度算出部34Bは、例えば、第1実施形態又は第2実施形態の第2同調度算出部34により実現される。 The second tuning degree calculation unit 34B calculates the second tuning degree Ds2 in which the first tuning degree Ds1 is weighted by the tuning difficulty level Dd. The second synchronization degree calculation unit 34B is realized by, for example, the second synchronization degree calculation unit 34 of the first embodiment or the second embodiment.
 第3実施形態の構成によれば、情報処理装置1Bは、対象の会議の会議参加者間の同調度を、会議参加者の属性に基づく難易度を考慮して的確に算出することができる。 According to the configuration of the third embodiment, the information processing apparatus 1B can accurately calculate the degree of synchronization between the conference participants of the target conference in consideration of the difficulty level based on the attributes of the conference participants.
 なお、上述した各実施形態において、プログラムは、様々なタイプの非一時的なコンピュータ可読媒体(non-transitory computer readable medium)を用いて格納され、コンピュータであるプロセッサ11等に供給することができる。非一時的なコンピュータ可読媒体は、様々なタイプの実体のある記録媒体(tangible storage medium)を含む。非一時的なコンピュータ可読媒体の例は、磁気記録媒体(例えばフレキシブルディスク、磁気テープ、ハードディスクドライブ)、光磁気記録媒体(例えば光磁気ディスク)、CD-ROM(Read Only Memory)、CD-R、CD-R/W、半導体メモリ(例えば、マスクROM、PROM(Programmable ROM)、EPROM(Erasable PROM)、フラッシュROM、RAM(Random Access Memory))を含む。また、プログラムは、様々なタイプの一時的なコンピュータ可読媒体(transitory computer readable medium)によってコンピュータに供給されてもよい。一時的なコンピュータ可読媒体の例は、電気信号、光信号、及び電磁波を含む。一時的なコンピュータ可読媒体は、電線及び光ファイバ等の有線通信路、又は無線通信路を介して、プログラムをコンピュータに供給できる。 In each of the above-described embodiments, the program is stored using various types of non-transitory computer readable medium and can be supplied to the processor 11 or the like which is a computer. Non-temporary computer-readable media include various types of tangible storage media. Examples of non-temporary computer-readable media include magnetic recording media (eg, flexible disks, magnetic tapes, hard disk drives), magneto-optical recording media (eg, magneto-optical disks), CD-ROMs (Read Only Memory), CD-Rs, It includes a CD-R / W and a semiconductor memory (for example, a mask ROM, a PROM (Programmable ROM), an EPROM (Erasable PROM), a flash ROM, and a RAM (Random Access Memory)). The program may also be supplied to the computer by various types of temporary computer readable medium. Examples of temporary computer-readable media include electrical, optical, and electromagnetic waves. The temporary computer-readable medium can supply the program to the computer via a wired communication path such as an electric wire and an optical fiber, or a wireless communication path.
 その他、上記の各実施形態の一部又は全部は、以下の付記のようにも記載され得るが以下には限られない。 In addition, some or all of the above embodiments may be described as in the following appendix, but are not limited to the following.
[付記1]
 会議の複数の参加者の生体情報を取得する生体情報取得部と、
 前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、
 前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、
 前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部と、
を有する情報処理装置。
[Appendix 1]
The biometric information acquisition department that acquires biometric information of multiple participants in the conference,
Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit.
Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
A second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level, and a second tuning degree calculation unit.
Information processing device with.
[付記2]
 前記第2同調度の会議中における推移を、表示部に表示させる表示制御部をさらに有する、付記1に記載の情報処理装置。
[Appendix 2]
The information processing apparatus according to Appendix 1, further comprising a display control unit for displaying the transition of the second tuning degree during the conference on the display unit.
[付記3]
 前記表示制御部は、複数の会議における、当該複数の会議の各々での参加者間の前記第2同調度を、並べて前記表示部に表示させる、付記2に記載の情報処理装置。
[Appendix 3]
The information processing device according to Appendix 2, wherein the display control unit displays the second degree of synchronization between participants in each of the plurality of meetings side by side on the display unit.
[付記4]
 前記複数の参加者から二者を選択した各組み合わせに対応する前記第2同調度に基づき、前記会議の質の評価を示す会議スコアを算出する会議スコア算出部をさらに有する、付記1~3のいずれか一項に記載の情報処理装置。
[Appendix 4]
Addendums 1 to 3 further include a conference score calculation unit that calculates a conference score indicating an evaluation of the quality of the conference based on the second synchronization degree corresponding to each combination of two selected from the plurality of participants. The information processing device according to any one of the items.
[付記5]
 前記会議スコア算出部は、前記第2同調度と、前記会議が行われている会議室において検出される環境情報とに基づき、前記会議スコアを算出する、付記4に記載の情報処理装置。
[Appendix 5]
The information processing device according to Appendix 4, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and the environmental information detected in the conference room where the conference is held.
[付記6]
 前記会議スコア算出部は、前記第2同調度と、前記環境情報に基づき判定した前記会議の環境に関する難易度とに基づき、前記会議スコアを算出する、付記5に記載の情報処理装置。
[Appendix 6]
The information processing device according to Appendix 5, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and the difficulty level related to the environment of the conference determined based on the environmental information.
[付記7]
 複数の会議における、当該複数の会議の各々に対する前記会議スコアを含む情報の一覧を、表示部に表示させる表示制御部を有する、付記3~6のいずれか一項に記載の情報処理装置。
[Appendix 7]
The information processing apparatus according to any one of Supplementary note 3 to 6, further comprising a display control unit for displaying a list of information including the conference score for each of the plurality of conferences in a plurality of conferences on the display unit.
[付記8]
 前記複数の参加者の各々の生体情報に基づき、前記複数の参加者の各々の状態を表す指標である生体指標の時系列データを算出する生体指標算出部をさらに有し、
 前記第1同調度算出部は、前記複数の参加者間の前記時系列データの相関に基づき、前記第1同調度を算出する、付記1~7のいずれか一項に記載の情報処理装置。
[Appendix 8]
It further has a biometric index calculation unit that calculates time-series data of the biometric index, which is an index representing the state of each of the plurality of participants, based on the biometric information of each of the plurality of participants.
The information processing apparatus according to any one of Supplementary note 1 to 7, wherein the first synchronization degree calculation unit calculates the first synchronization degree based on the correlation of the time series data among the plurality of participants.
[付記9]
 情報処理装置が実行する制御方法であって、
 会議の複数の参加者の生体情報を取得し、
 前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出し、
 前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定し、
 前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する、制御方法。
[Appendix 9]
It is a control method executed by an information processing device.
Obtain biometric information of multiple participants in the conference
Based on the biological information, the first degree of synchronization, which is the degree of synchronization between the plurality of participants in the conference, is calculated.
Based on the attribute information of the plurality of participants, the synchronization difficulty level, which is the synchronization difficulty level among the participants, is determined.
A control method for calculating a second tuning degree in which the first tuning degree is weighted by the tuning difficulty level.
[付記10]
 会議の複数の参加者の生体情報を取得する生体情報取得部と、
 前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、
 前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、
 前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部
としてコンピュータを機能させるプログラムを格納した記憶媒体。
[Appendix 10]
The biometric information acquisition department that acquires biometric information of multiple participants in the conference,
Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit.
Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
A storage medium that stores a program that causes a computer to function as a second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level.
 以上、実施形態を参照して本願発明を説明したが、本願発明は上記実施形態に限定されるものではない。本願発明の構成や詳細には、本願発明のスコープ内で当業者が理解し得る様々な変更をすることができる。すなわち、本願発明は、請求の範囲を含む全開示、技術的思想にしたがって当業者であればなし得るであろう各種変形、修正を含むことは勿論である。また、引用した上記の特許文献等の各開示は、本書に引用をもって繰り込むものとする。 Although the invention of the present application has been described above with reference to the embodiment, the invention of the present application is not limited to the above embodiment. Various changes that can be understood by those skilled in the art can be made within the scope of the present invention in terms of the structure and details of the present invention. That is, it goes without saying that the invention of the present application includes all disclosure including claims, and various modifications and modifications that can be made by those skilled in the art in accordance with the technical idea. In addition, each disclosure of the above-mentioned patent documents cited shall be incorporated into this document by citation.
 1、1B 情報処理装置
 2 記憶装置
 3 生体情報検出センサ
 4 表示端末
 5 会議室
 6 環境検出センサ
 100、100A 会議評価システム
1, 1B Information processing device 2 Storage device 3 Biometric information detection sensor 4 Display terminal 5 Conference room 6 Environment detection sensor 100, 100A Conference evaluation system

Claims (10)

  1.  会議の複数の参加者の生体情報を取得する生体情報取得部と、
     前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、
     前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、
     前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部と、
    を有する情報処理装置。
    The biometric information acquisition department that acquires biometric information of multiple participants in the conference,
    Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit.
    Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
    A second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level, and a second tuning degree calculation unit.
    Information processing device with.
  2.  前記第2同調度の会議中における推移を、表示部に表示させる表示制御部をさらに有する、請求項1に記載の情報処理装置。 The information processing device according to claim 1, further comprising a display control unit that displays the transition of the second synchronization degree during the meeting on the display unit.
  3.  前記表示制御部は、複数の会議における、当該複数の会議の各々での参加者間の前記第2同調度を、並べて前記表示部に表示させる、請求項2に記載の情報処理装置。 The information processing device according to claim 2, wherein the display control unit displays the second degree of synchronization between participants in each of the plurality of meetings side by side on the display unit.
  4.  前記複数の参加者から二者を選択した各組み合わせに対応する前記第2同調度に基づき、前記会議の質の評価を示す会議スコアを算出する会議スコア算出部をさらに有する、請求項1~3のいずれか一項に記載の情報処理装置。 Claims 1 to 3 further include a conference score calculation unit that calculates a conference score indicating an evaluation of the quality of the conference based on the second synchronization degree corresponding to each combination of two selected from the plurality of participants. The information processing apparatus according to any one of the above.
  5.  前記会議スコア算出部は、前記第2同調度と、前記会議が行われている会議室において検出される環境情報とに基づき、前記会議スコアを算出する、請求項4に記載の情報処理装置。 The information processing device according to claim 4, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and environmental information detected in the conference room where the conference is held.
  6.  前記会議スコア算出部は、前記第2同調度と、前記環境情報に基づき判定した前記会議の環境に関する難易度とに基づき、前記会議スコアを算出する、請求項5に記載の情報処理装置。 The information processing device according to claim 5, wherein the conference score calculation unit calculates the conference score based on the second synchronization degree and the difficulty level regarding the environment of the conference determined based on the environmental information.
  7.  複数の会議における、当該複数の会議の各々に対する前記会議スコアを含む情報の一覧を、表示部に表示させる表示制御部を有する、請求項4~6のいずれか一項に記載の情報処理装置。 The information processing device according to any one of claims 4 to 6, further comprising a display control unit for displaying a list of information including the conference score for each of the plurality of conferences in a plurality of conferences.
  8.  前記複数の参加者の各々の生体情報に基づき、前記複数の参加者の各々の状態を表す指標である生体指標の時系列データを算出する生体指標算出部をさらに有し、
     前記第1同調度算出部は、前記複数の参加者間の前記時系列データの相関に基づき、前記第1同調度を算出する、請求項1~7のいずれか一項に記載の情報処理装置。
    It further has a biometric index calculation unit that calculates time-series data of the biometric index, which is an index representing the state of each of the plurality of participants, based on the biometric information of each of the plurality of participants.
    The information processing apparatus according to any one of claims 1 to 7, wherein the first synchronization degree calculation unit calculates the first synchronization degree based on the correlation of the time series data among the plurality of participants. ..
  9.  情報処理装置が実行する制御方法であって、
     会議の複数の参加者の生体情報を取得し、
     前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出し、
     前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定し、
     前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する、制御方法。
    It is a control method executed by an information processing device.
    Obtain biometric information of multiple participants in the conference
    Based on the biological information, the first degree of synchronization, which is the degree of synchronization between the plurality of participants in the conference, is calculated.
    Based on the attribute information of the plurality of participants, the synchronization difficulty level, which is the synchronization difficulty level among the participants, is determined.
    A control method for calculating a second tuning degree in which the first tuning degree is weighted by the tuning difficulty level.
  10.  会議の複数の参加者の生体情報を取得する生体情報取得部と、
     前記生体情報に基づき、前記会議における前記複数の参加者間の同調度である第1同調度を算出する第1同調度算出部と、
     前記複数の参加者の属性情報に基づき、前記参加者間での同調の難易度である同調難易度を判定する同調難易度判定部と、
     前記第1同調度を前記同調難易度により重み付けした第2同調度を算出する第2同調度算出部
    としてコンピュータを機能させるプログラムを格納した記憶媒体。
    The biometric information acquisition department that acquires biometric information of multiple participants in the conference,
    Based on the biological information, the first synchronization degree calculation unit that calculates the first synchronization degree, which is the synchronization degree between the plurality of participants in the conference, and the first synchronization degree calculation unit.
    Based on the attribute information of the plurality of participants, the synchronization difficulty determination unit that determines the synchronization difficulty, which is the synchronization difficulty between the participants, and the synchronization difficulty determination unit.
    A storage medium that stores a program that causes a computer to function as a second tuning degree calculation unit that calculates a second tuning degree obtained by weighting the first tuning degree by the tuning difficulty level.
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