WO2023058210A1 - Content usage record analysis system, content usage record analysis method, and content usage record analysis program - Google Patents

Content usage record analysis system, content usage record analysis method, and content usage record analysis program Download PDF

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Publication number
WO2023058210A1
WO2023058210A1 PCT/JP2021/037276 JP2021037276W WO2023058210A1 WO 2023058210 A1 WO2023058210 A1 WO 2023058210A1 JP 2021037276 W JP2021037276 W JP 2021037276W WO 2023058210 A1 WO2023058210 A1 WO 2023058210A1
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WO
WIPO (PCT)
Prior art keywords
information
interest
content
user
usage record
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PCT/JP2021/037276
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French (fr)
Japanese (ja)
Inventor
大輝 赤松
大樹 青山
康晴 朝夷
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株式会社Bysent
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Application filed by 株式会社Bysent filed Critical 株式会社Bysent
Priority to JP2022504056A priority Critical patent/JP7044337B1/en
Priority to PCT/JP2021/037276 priority patent/WO2023058210A1/en
Publication of WO2023058210A1 publication Critical patent/WO2023058210A1/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
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/20Education

Definitions

  • the present invention relates to a content usage record analysis system, a content usage record analysis method, and a content usage record analysis program.
  • Patent Document 1 is a computer-based immersive and interactive service that provides educational content including books and videos to children aged about 1 to 10 years old and manages the learning status of children. is provided.
  • parents give their children content such as picture books and educational videos. Children who are given content develop their minds by understanding the contents of the content and communicating with their parents through the content.
  • Patent Document 1 mainly provides learning content and manages learning status, and does not consider communication with parents through content.
  • the present invention provides a content usage record analysis system, a content usage record analysis method, and a content usage record analysis program that promote communication between parents and users through content based on the interests of users who use content. intended to provide
  • a content usage record analysis system includes a usage record information acquisition unit that acquires usage record information related to usage records of each of a plurality of contents that a user can use on a user terminal, and based on the usage record information: an interest evaluation unit that evaluates interest information about the user's interest; A relationship storage unit, an action proposal information generation unit that generates action proposal information related to action proposal based on the evaluated interest information and correspondence information, and provides the action proposal information to a parent terminal used by the parent. and an action proposal information providing unit.
  • a content usage record analysis method is a method in which a computer acquires usage record information related to usage records of a plurality of pieces of content that can be used by a user on a user terminal, and based on the usage record information, uses Evaluate the interest information about the interest of the user, store the correspondence information indicating the correspondence relationship between the interest information and the action information about the action that the user's guardian does for the user, and evaluate the interest information and the response Based on the relationship information, action suggestion information relating to the action suggestion is generated, and the action suggestion information is provided to the guardian terminal used by the guardian.
  • a content usage record analysis program comprises: a computer; Based on the information, an interest evaluation unit that evaluates interest information about the user's interest, and correspondence relationship information that indicates the correspondence relationship between the interest information and behavior information about the behavior that the user's guardian does for the user
  • Correspondence storage unit for storing, action proposal information generation unit for generating action proposal information regarding action proposal based on evaluated interest information and correspondence relation information, and guardian terminal for guardian using action proposal information and an action proposal information providing unit to be provided to.
  • the term "department” does not simply mean physical means, but also includes the case where the functions of the "department” are realized by software.
  • the functions of one "part” or device may be realized by two or more physical means or devices, and the functions of two or more "parts” or devices may be realized by one physical means or device. may be
  • a content usage record analysis system for promoting communication between parents and users through content based on the interests of users who use content. can be provided.
  • FIG. 1 is a diagram showing the configuration of a content usage record analysis system 100;
  • FIG. 4 is a diagram showing an example of information stored in an account information storage unit 122;
  • FIG. 4 is a diagram showing an example of information stored in a type information storage unit 124;
  • FIG. 4 is a diagram showing an example of information stored in a content information storage unit 125;
  • FIG. 4 is a diagram showing an example of display by a content display unit 126;
  • FIG. FIG. 4 is a diagram showing an example of display by a content display unit 126;
  • FIG. FIG. 7 is a diagram showing an example of acquisition of impression information by an impression information acquisition unit 132.
  • FIG. 4 is a diagram showing an example of information stored in a usage record information storage unit 133.
  • FIG. 4 is a diagram showing an example of information stored in an interest information storage unit 142;
  • FIG. 4 is a diagram showing an example of information stored in a correspondence storage unit 143;
  • FIG. 4 is a diagram showing an example of information stored in an action suggestion information storage unit 145;
  • FIG. 10 is a diagram showing an example of provision to the guardian terminal 112 by a use interest information provision unit 146 and an action proposal information provision unit 147;
  • 4 is a diagram showing an example of information stored in a content proposal information storage unit 152.
  • FIG. 4 is a diagram showing an example of information stored in a setting information storage unit 154;
  • FIG. FIG. 4 is a diagram showing an example of provision to a user terminal 111 by a content proposal information providing unit 155;
  • 4 is a sequence chart showing an example of processing by the content usage record analysis system 100;
  • FIG. 1 is a diagram showing the configuration of a content usage record analysis system 100. As shown in FIG. 1
  • the content usage record analysis system 100 is a system that is communicatively connected to the user terminal 111 and the guardian terminal 112 via a network such as the Internet.
  • the content to be processed by the content usage record analysis system 100 includes a wide range of content such as picture books, books, and videos.
  • content to be processed by the content usage record analysis system 100 is a picture book.
  • the user is assumed to be a child who uses the picture book, and the guardian is assumed to be the child's parent.
  • a guardian is not limited to a guardian in a strict sense, and may be someone who takes care of a child regarding the use of content (for example, older brothers and sisters, grandparents, etc.).
  • the content usage record analysis system 100 provides a plurality of digitized contents to the user terminal 111, and acquires usage record information regarding usage records of each content by the user.
  • the content usage record analysis system 100 evaluates interest information related to user interests based on the usage record information.
  • the content usage record analysis system 100 generates action proposal information related to a proposal of action for the user by the guardian based on the evaluated interest information of the user, and sends the action suggestion information to the guardian terminal 112. I will provide a.
  • the user terminal 111 is a computer used by a content user, such as a smartphone, tablet terminal, or personal computer.
  • the guardian terminal 112 is a computer used by the guardian of the user, such as a smart phone, tablet terminal, or personal computer.
  • a user accesses the content usage record analysis system 100 through the user terminal 111 and uses the content.
  • the parent/guardian accesses the content usage record analysis system 100 through the parent/guardian terminal 112 and refers to the user's content usage status and the like.
  • two user terminals 111a and 111b and two parent terminals 112a and 112b are shown as examples of the user terminal 111 and the parent terminal 112, respectively.
  • the number of terminals 112 is not limited to this.
  • the user terminal 111 and the guardian terminal 112 may be different terminals or may be the same terminal. If the user terminal 111 and the guardian terminal 112 are the same terminal, appropriate access is required, such as requiring a password to access the information for guardians so that the user cannot access the information for guardians. may be restricted.
  • the content usage record analysis system 100 includes an account information acquisition unit 121, an account information storage unit 122, a type information acquisition unit 123, a type information storage unit 124, a content information storage unit 125, a content display unit 126, Usage record information acquisition unit 131, impression information acquisition unit 132, usage record information storage unit 133, interest evaluation unit 141, interest information storage unit 142, correspondence relationship storage unit 143, action proposal information generation unit 144, action proposal information storage unit 145 , a use interest information providing unit 146 , an action proposal information providing unit 147 , a content specifying unit 151 , a content proposal information storage unit 152 , a setting unit 153 , a setting information storage unit 154 and a content proposal information providing unit 155 .
  • a computer that configures the content usage record analysis system 100 includes a processor and a storage area. Each unit shown in FIG. 1 can be implemented by using a storage area or by causing
  • the account information acquisition unit 121 acquires account information indicating the user and guardian who use the content usage record analysis system 100 from the user terminal 111 and the guardian terminal 112, respectively, and stores the account information in the account information storage unit 122. .
  • FIG. 2 is a diagram showing an example of information stored in the account information storage unit 122.
  • Information stored in the account information storage unit 122 includes, for example, a user ID and a guardian ID.
  • a user ID is user identification information that identifies a user who uses content in the content usage record analysis system 100 .
  • the guardian ID is guardian identification information that identifies the guardian of the user. Multiple user IDs may be associated with the same guardian ID.
  • the type information acquisition unit 123 acquires type information about the user's character, and stores the acquired type information in the type information storage unit 124 .
  • the type information may be information that classifies the user's disposition into specific attributes, or may be information regarding the score for each specific element that characterizes the user's disposition.
  • the type information includes, for example, an EQ (Emotional Intelligence Quotient) score, which is called an emotional intelligence quotient, and the result of personality diagnosis.
  • the type information acquisition unit 123 may acquire type information generated by an external information processing system.
  • the type information acquisition unit 123 may acquire type information from the user terminal 111 or the guardian terminal 112 through an operation by the user or guardian, or may acquire the type information through the user terminal 111 or the guardian terminal 112.
  • the type information may be acquired from an external information processing system based on the instructions of the person or guardian.
  • FIG. 3 is a diagram showing an example of information stored in the type information storage unit 124.
  • Information stored in the type information storage unit 124 includes, for example, a user ID and type information.
  • the type information includes, for example, element score information (element score information 1, element score information 2, etc.) regarding the score for each specific element that characterizes the user's property.
  • the content information storage unit 125 stores content information related to content provided to the user terminal 111 by the content usage record analysis system 100 .
  • FIG. 4 is a diagram showing an example of information stored in the content information storage unit 125.
  • Information stored in the content information storage unit 125 includes, for example, a content ID, title information, type information, tag information, and content data.
  • a content ID is content identification information that identifies content that can be used in the content usage record analysis system 100 .
  • the title information is information indicating the title of the content.
  • the type information is information indicating the type of content, and includes, for example, "picture book", “book”, and “video”.
  • the tag information is information indicating the content or theme of the content, and includes, for example, "adventure” and "romance”.
  • Content data is data indicating the content itself.
  • the content information storage unit 125 does not need to store type information.
  • the content data may be stored in the content information storage unit 125, or may be stored in an external information processing system.
  • the content information storage unit 125 may store information indicating a link to the content data.
  • the content display unit 126 displays content based on the user's operation through the user terminal 111.
  • the content display unit 126 displays, for example, a content selection screen for the user to select content, and a content use screen for the user to use the content.
  • the content display unit 126 When displaying the content, the content display unit 126 displays the content information stored in the content information storage unit 125.
  • the content display unit 126 can also display content data stored in an external information processing system.
  • FIG. 5 is a diagram showing an example of display by the content display unit 126.
  • FIG. The screen shown in FIG. 5 is an example of a content selection screen displayed by the content display unit 126 .
  • the content selection screen shown in FIG. 5 includes areas 501 (501a, 501b) in which figures or pictures indicating content themes or covers are displayed, and areas 502 (502a, 502b) in which content titles are displayed.
  • the user can start using the content by selecting area 501 or area 502 .
  • the content display unit 126 may prompt the user to select a content theme.
  • FIG. 6 is a diagram showing an example of display by the content display unit 126.
  • FIG. The screen shown in FIG. 6 is an example of a content usage screen displayed by the content display unit 126 .
  • the content use screen shown in FIG. 6 is an example of a screen for using a picture book. It includes an area 604 that the user selects when moving.
  • the area selected by the user when moving to the next page may be, for example, a button that transitions to the next page when clicked, or a button that transitions to the next page by a swipe operation by the user. It can be a region.
  • the screen shown in FIG. 6 is designed to turn pages horizontally, but it may be designed to turn pages vertically.
  • the usage record information acquisition unit 131 acquires the usage record information related to the record of the usage of the content through the user terminal 111 by the user, and together with the impression information acquired by the impression information acquisition unit 132 described later, the usage record information is: Stored in the usage record information storage unit 133 .
  • the usage record information acquired by the usage record information acquiring unit 131 relates to usage records that can be acquired through the user terminal 111, such as the contents of the content used by the user through the user terminal 111, usage time, operations during use, and the like. Contains information.
  • the usage record information acquisition unit 131 may acquire usage record information related to the usage record of the content included in the content information storage unit 125, or may acquire content not included in the content information storage unit 125 (for example, content obtained at a bookstore or library). You may acquire the usage record information regarding the usage record of the picture book which has not been digitized, etc.).
  • the usage record information acquisition unit 131 acquires usage record information related to the usage record of content not included in the content information storage unit 125
  • the usage record information acquisition unit 131 for example, uses the user terminal of the user or the guardian. 111 or the input of the usage record through the guardian terminal 112 can be obtained as usage record information.
  • the impression information acquisition unit 132 acquires impression information about the user's impression of the content through the user terminal 111, and stores the usage record information together with the usage record information acquired by the usage record information acquisition unit 131 as usage record information. Stored in section 133 .
  • the impression information acquisition unit 132 acquires the impression information, for example, after the user finishes using the content through the user terminal 111 .
  • the impression information acquisition unit 132 may acquire impression information in a choice format through a preset question displayed on the user terminal 111, or through a free answer column displayed on the user terminal 111, Impression information may be acquired in a free answer format.
  • the displayed preset questions may be different questions set for each content, or the same question for a plurality of contents. may be
  • characters or pictures may be used for the user's free answer.
  • FIG. 7 is a diagram showing an example of acquisition of impression information by the impression information acquisition unit 132.
  • the screen shown in FIG. 7 includes an area 701 for displaying questions regarding impressions of content, an area 702 for selecting answers to the questions, and an area 703 for displaying options for the questions.
  • the impression information acquisition unit 132 acquires the content corresponding to the selected option as impression information.
  • impression information is obtained in a choice format through preset questions displayed on the user terminal 111. good. Also, in the screen shown in FIG. 7, general questions not limited to the content are displayed, but question details set for each content may be displayed.
  • FIG. 8 is a diagram showing an example of information stored in the usage record information storage unit 133.
  • Information stored in the usage record information storage unit 133 includes, for example, a user ID, a content ID, tag information, usage time information, fragmented usage time information, operation information, and impression information.
  • Usage time information is information indicating how long the user has used the content, and if the content is a picture book, for example, information indicating the time required to finish reading the picture book.
  • Fragment usage time information is information indicating the usage time of each piece of content by the user, and if the content is a picture book, for example, information indicating the time required to finish reading each page of the content.
  • the operation information is information indicating an operation performed by the user on the user terminal 111 while using the content. If the content is a picture book, the operation information can be, for example, information indicating the content of the picture that the user most touched through the user terminal 111 while using the content.
  • the interest evaluation unit 141 evaluates interest information related to the interest of the user based on the usage record information stored in the usage record information storage unit 133 and stores the evaluated interest information in the interest information storage unit 142 .
  • the interest evaluation unit 141 can evaluate interest information, for example, based on tag information included in usage record information. When the interest evaluation unit 141 evaluates the interest information based on the tag information, the interest evaluation unit 141 can determine, for example, the tag information most frequently included in the usage record information as the interest information. In addition, the tag information is aggregated within a certain period (for example, monthly), and the previous period (for example, the previous month) and the current period (for example, the current month) are compared to determine the rate of increase in frequency within the certain period. The highest tag information may be used as interest information.
  • a certain period for example, monthly
  • the previous period for example, the previous month
  • the current period for example, the current month
  • the interest evaluation unit 141 can evaluate the interest information based on, for example, usage time information included in the usage record information.
  • the interest evaluation unit 141 analyzes the usage time information for each tag information, for example, and then selects the tag information with the longest usage time as the interest information. can be
  • the interest evaluation unit 141 can evaluate the interest information based on, for example, the fragment usage time information included in the usage record information.
  • the interest evaluation unit 141 can use, for example, the tag information of the content containing the longest fragment usage time as the interest information.
  • the interest evaluation unit 141 can evaluate the interest information based on, for example, the operation information included in the usage record information.
  • the interest evaluation unit 141 can set, for example, the operation information included most frequently as the interest information.
  • the interest evaluation unit 141 can evaluate the interest information based on, for example, impression information included in the usage record information.
  • the interest evaluation unit 141 evaluates the interest information based on the impression information
  • the interest evaluation unit 141 can use, for example, tag information containing many favorable impressions such as "interesting" as the interest information.
  • the interest evaluation unit 141 can evaluate interest information based on the type information stored in the type information storage unit 124 .
  • the interest evaluation unit 141 uses, for example, the interest information of the user having the type information indicating extroverted nature as the tag information “adventure”. be able to.
  • FIG. 9 is a diagram showing an example of information stored in the interest information storage unit 142.
  • Information stored in the interest information storage unit 142 includes, for example, a user ID and interest information.
  • the information of interest may be, for example, the same information as the tag information, or may be information different from the tag information. Further, when the interest information storage unit 142 stores a plurality of interest information, the interest information storage unit 142 may store the interest information in descending order of user interest.
  • FIG. 10 is a diagram showing an example of information stored in the correspondence storage unit 143.
  • Information stored in the correspondence storage unit 143 is information indicating the correspondence between interest information and action information, and includes, for example, interest information, action information, action category information, and time information.
  • Behavioral information is information related to actions taken by the user's guardian for the user.
  • the action information is, for example, information on actions such as conversation, going out, play, and product purchase corresponding to the interest information, and includes conversation information, going out information, play information, and product information corresponding to each of them.
  • the conversation information is information about the content of the conversation between the guardian and the user
  • the going-out information is information about going out with the user by the guardian.
  • play information is information about play for users (for example, exercise and games) performed by parents and users
  • product information is products for users by parents (for example, toys for infants, application software).
  • the behavior information may be linguistic information such as words and sentences, or may be information related to URLs of digital contents or external sites.
  • Action category information is information indicating categories of action information, and includes, for example, “conversation”, “outing”, “play”, and "product”. For example, when the action information is conversation information, the action category information can be "conversation”.
  • Timing information is information about the timing suitable for action.
  • the period information may be, for example, "whole year” or information indicating a specific period such as "New Year”. Also, the period information may be information indicating a season such as "spring”, or may be information in a format using dates such as "March to May”. For example, if the action is suitable for New Year's, the period information can be "New Year's".
  • the action proposal information generation unit 144 is based on the interest information stored in the interest information storage unit 142 and the correspondence information stored in the correspondence storage unit 143, and proposes actions that the user's guardian will take for the user. Action proposal information related to the proposal is generated, and the action proposal information is stored in the action proposal information storage unit 145 .
  • the action proposal information generation unit 144 acquires interest information stored in the interest information storage unit 142, acquires action information corresponding to the acquired interest information from the correspondence relationship storage unit 143, and stores the acquired action information. Stored in the action proposal information storage unit 145 .
  • the action proposal information generation unit 144 generates action information “exercise” corresponding to the interest information “exercise” included in the correspondence relationship storage unit 143 Conversation about favorite sports”, “Hanetsuki play”, etc. are stored in the action suggestion information storage unit 145.
  • the action proposal information generation unit 144 can also prevent, for example, action information that is not suitable for the processing timing from being stored in the action proposal information storage unit 145 according to the timing of generating the action proposal information.
  • the timing at which the action proposal information generation unit 144 generates action proposal information can be set arbitrarily.
  • the action suggestion information generation unit 144 may generate, for example, immediately after the user uses the content through the user terminal 111, or may generate it after receiving a request from the guardian through the guardian terminal 112. Alternatively, it may be automatically generated at a predetermined timing such as system maintenance time.
  • FIG. 11 is a diagram showing an example of information stored in the action proposal information storage unit 145.
  • Information stored in the action suggestion information storage unit 145 includes, for example, a user ID, a guardian ID, conversation suggestion information, outing suggestion information, play suggestion information, and product suggestion information.
  • the conversation proposal information is action proposal information corresponding to the conversation information contained in the correspondence storage unit 143, and includes information on proposals for conversation content with the user.
  • the outing proposal information is action proposal information corresponding to the outing information included in the correspondence storage unit 143, and includes information related to a proposal to go out with the user.
  • the play suggestion information is action suggestion information corresponding to the play information contained in the correspondence storage unit 143, and includes information on suggestions for play for the user.
  • the product proposal information is action proposal information corresponding to the product information included in the correspondence storage unit 143, and includes information regarding product proposals for users.
  • the use interest information providing unit 146 provides the parent terminal 112 with at least one of the use record information stored in the use record information storage unit 133 and the interest information stored in the interest information storage unit 142 .
  • the usage interest information providing unit 146 may provide all of the usage record information or the interest information, or may provide a part thereof. Further, the usage interest information providing unit 146 may provide at least one of the usage record information and the interest information as they are, or may provide statistical analysis results based on at least one of the usage record information and the interest information.
  • the usage interest information providing unit 146 may provide only the usage record information of the user (for example, the child of the guardian) corresponding to the guardian who operates the guardian terminal 112 to be provided, or may provide the protection information to be provided.
  • the usage record information of a user for example, a child of a third party such as a friend
  • who does not correspond to the guardian who operates the personal terminal 112 may be provided.
  • the usage record information may be provided in a manner that does not allow the user to be identified. It should be noted that settings relating to provision in a manner in which the user cannot be identified and settings relating to the range of provision to third parties can be appropriately performed through the guardian terminal 112, for example. In addition, when setting the scope of provision to third parties, it is possible to set a group (for example, a group consisting of friends of guardians), and in such a manner that users cannot be identified for each group You can make settings related to the provision of personal information and settings related to the scope of provision to third parties.
  • a group for example, a group consisting of friends of guardians
  • the action proposal information providing unit 147 provides the parent terminal 112 with the action proposal information stored in the action proposal information storage unit 145 .
  • the timing at which the action suggestion information provision unit 147 provides the action suggestion information to the guardian terminal 112 can be set arbitrarily.
  • the action proposal information providing unit 147 may provide, for example, immediately after the action proposal information is generated by the action proposal information generating unit 144, or may be provided after receiving a request from the parent through the parent terminal 112. Alternatively, it may be automatically provided at a predetermined timing such as system maintenance time.
  • FIG. 12 is a diagram showing an example of provision to the guardian terminal 112 by the usage interest information provision unit 146 and the action proposal information provision unit 147.
  • FIG. The screen shown in FIG. 12 includes an area 1201 for displaying tag information, an area 1202 for displaying the total number of uses for each tag information, and an area 1202 for displaying the total number of uses for each tag information based on the use record information stored in the use record information storage unit 133. It includes an area 1203 that displays the number, an area 1204 that displays the number of uses for this month, and an area 1205 that displays action proposal information stored in the action proposal information storage unit 145 .
  • the usage interest information providing unit 146 may display the usage record information as a graph. Further, the usage interest information providing unit 146 may display usage record information other than the number of uses, or may display interest information stored in the interest information storage unit 142 .
  • the content specifying unit 151 specifies at least one content that the user is interested in based on the interest information stored in the interest information storage unit 142 and the setting information stored in the setting information storage unit 154, which will be described later.
  • Content proposal information related to the proposed content is stored in the content proposal information storage unit 152 .
  • the content proposal information includes, for example, information specifying content and information indicating the level of interest of the user.
  • the content specifying unit 151 may refer to the usage record information storage unit 133 to specify at least one content that the user is interested in from among the content that the user has not used.
  • the content specifying unit 151 generates content proposal information based only on the usage record information of the user who uses the user terminal 111 to which the content proposal information is provided by the content proposal information providing unit 155, which will be described later.
  • the content proposal information may be generated based on the other user's usage record information, or the content proposal information may be generated based on both.
  • the content specifying unit 151 can generate content proposal information, for example, based on usage record information of users of the same sex or age as the user.
  • FIG. 13 is a diagram showing an example of information stored in the content proposal information storage unit 152.
  • Information stored in the content proposal information storage unit 152 includes, for example, a user ID and content proposal information, and the content proposal information includes, for example, tag information and interest degree information.
  • the degree-of-interest information is information indicating the level of interest of the user in content.
  • Information associated with interest level information is not limited to tag information, and may be, for example, a content ID.
  • the setting unit 153 receives setting information related to setting of the content specifying unit 151 based on the parent's operation through the parent's terminal 112 and stores the received setting information in the setting information storage unit 154 .
  • the setting information is information set to control the specified content when the content specifying unit 151 specifies the content.
  • the setting information is set so that, for example, when there is content or theme that the guardian wishes to propose to the user, content related to the desired content or theme is specified more frequently.
  • the setting information is set for the purpose of more frequently identifying content that encourages the user to grow as expected, for example, when the parent has expectations for the user's growth.
  • the content identification unit 151 identifies at least one content that the user is interested in based on the interest information and the setting information “baseball”. As a result, content related to "baseball” is specified more frequently than when the setting information "baseball” is not set.
  • the content identification unit 151 identifies at least one content that the user is interested in, based on the interest information and the setting information “be kind to animals”. As a result, content that is expected to encourage the growth of animal-friendly behavior is identified more frequently than when "be kind to animals" is not set. Note that the content identification unit 151 can incorporate expert knowledge as necessary when identifying content that encourages the user to grow as expected.
  • the degree of influence of the setting information on the result of identification by the content identification unit 151 can be arbitrarily set.
  • FIG. 14 is a diagram showing an example of information stored in the setting information storage unit 154.
  • Information stored in the setting information storage unit 154 includes, for example, a user ID, a guardian ID, and setting information.
  • the setting information may be, for example, the same information as the tag information, or may be information different from the tag information. Further, when a plurality of pieces of setting information are stored in the setting information storage unit 154, the setting information storage unit 154 may store the setting information in the order desired by the parent.
  • the content proposal information providing unit 155 provides the user terminal 111 with content proposal information stored in the content proposal information storage unit 152 .
  • the user can use the corresponding content by selecting the desired content through the user terminal 111 .
  • the content proposal information providing unit 155 may display all of the content proposal information stored in the content proposal information storage unit 152, or may display only content proposal information having a certain degree of interest information. In addition, the content proposal information providing unit 155 can display the content proposal information in a larger size according to the degree of interest information, for example, by displaying the content proposal information with a higher degree of interest of the user in a different manner.
  • FIG. 15 is a diagram showing an example of provision to the user terminal 111 by the content proposal information provision unit 155. As shown in FIG. The screen shown in FIG. 15 includes an area 1501 for displaying content proposal information. On the screen shown in FIG. 15, content proposal information with higher interest level information is displayed in a larger size.
  • the tag information included in the content proposal information is displayed on the screen shown in FIG. 15, the title of the content corresponding to the content ID included in the content proposal information may be displayed.
  • FIG. 16 is a sequence chart showing an example of processing by the content usage record analysis system 100.
  • FIG. 16 is a sequence chart showing an example of processing by the content usage record analysis system 100.
  • the content display unit 126 displays the content information stored in the content information storage unit 125 on the user terminal 111 based on the operation through the user terminal 111 by the user registered in the account information storage unit 122. (S1601).
  • the usage record information acquisition unit 131 and the impression information acquisition unit 132 respectively acquire usage record information and impression information from the user terminal 111 (S1602).
  • the interest evaluation unit 141 evaluates the interest information based on the usage record information stored in the usage record information storage unit 133 (S1603).
  • the action proposal information generation unit 144 generates action proposal information based on the interest information stored in the interest information storage unit 142 and the correspondence information stored in the correspondence storage unit 143 (S1604).
  • the use interest information providing unit 146 provides the use record information stored in the use record information storage unit 133 and the interest information stored in the interest information storage unit 142 to the guardian terminal 112 (S1605).
  • the action suggestion information providing unit 147 provides the action suggestion information stored in the action suggestion information storage unit 145 to the guardian terminal 112 (S1606).
  • the content specifying unit 151 specifies the content that the user is interested in based on the usage record information stored in the usage record information storage unit 133 and the setting information stored in the setting information storage unit 154 (S1607). .
  • the content proposal information providing unit 155 provides the content proposal information stored in the content proposal information storage unit 152 to the user terminal 111 (S1608).
  • the content usage record analysis system 100 evaluates interest information based on usage record information acquired by the user through the user terminal 111, generates action proposal information based on the evaluated interest information, and generates action proposals. Information may be provided to parent terminal 112 . This promotes communication between the user and the guardian through the contents, and develops the mind of the user.
  • the content usage record analysis system 100 identifies at least one piece of content that the user is interested in based on the usage record information, and provides the user terminal 111 with content proposal information that proposes the identified content. can be done. As a result, the user can effectively receive proposals for content that the user is interested in, and the user is encouraged to further use the content.
  • the content usage record analysis system 100 can generate action proposal information based on the time information regarding the time corresponding to the action.
  • the guardian can receive a proposal of action suitable for the season, and the user can increase sensitivity to the season through the action suitable for the season.
  • the content usage record analysis system 100 can provide content proposal information to the user based on setting information set by the parent through the parent terminal 112. As a result, the user can more frequently receive proposals for content that the parent wants the user to use.
  • the content usage record analysis system 100 can acquire type information about the user's character and evaluate interest information based on the usage record information and the type information. As a result, the content usage record analysis system 100 can evaluate the interest of the user from multiple perspectives and evaluate the interest information of the user with higher accuracy.
  • the content usage record analysis system 100 can provide the parent terminal 112 with at least one of usage record information and interest information. This allows the parent/guardian to grasp the usage status of the content by the user.

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Abstract

Provided is a content usage record analysis system comprising: a usage record information acquisition unit that acquires usage record information relating to a usage record of each of a plurality of items of content available to a user on a user terminal; an interest evaluation unit that evaluates interest information on an interest of the user on the basis of the usage record information; a correspondence relationship storage unit that stores correspondence relationship information indicating a correspondence relationship between the interest information and action information relating to an action performed by a guardian of the user for the user; an action proposition information generation unit that generates action proposition information relating to proposition of an action on the basis of the evaluated interest information and the correspondence relationship information; and an action proposition information provision unit that provides a guardian terminal used by the guardian with the action proposition information.

Description

コンテンツ利用記録分析システム、コンテンツ利用記録分析方法及びコンテンツ利用記録分析プログラムContent usage record analysis system, content usage record analysis method and content usage record analysis program
 本発明は、コンテンツ利用記録分析システム、コンテンツ利用記録分析方法及びコンテンツ利用記録分析プログラムに関する。 The present invention relates to a content usage record analysis system, a content usage record analysis method, and a content usage record analysis program.
 近年、情報技術の高度化に伴い、タブレット端末等の情報端末を活用したコンテンツの提供サービスが拡大し、コンテンツの管理や提供の電子化が進みつつある。 In recent years, along with the sophistication of information technology, content provision services using information terminals such as tablet terminals have expanded, and content management and provision are becoming electronic.
 たとえば、特許文献1に開示されているシステムでは、本や動画を含む学習用コンテンツを約1~10歳の子ども向けに提供し子どもの学習状況を管理する、コンピュータベースの没入型かつ対話型のサービスが提供される。 For example, the system disclosed in Patent Document 1 is a computer-based immersive and interactive service that provides educational content including books and videos to children aged about 1 to 10 years old and manages the learning status of children. is provided.
特許第6317337号公報Japanese Patent No. 6317337
 ところで、幼児及び児童等の子どもの情操教育の一環として、保護者は、絵本や教育用動画等のコンテンツを子どもに与えている。そして、コンテンツを与えられた子どもは、コンテンツの内容の理解及びコンテンツを通じた保護者とのコミュニケーションによって、心を発達させていく。 By the way, as part of the emotional education of children such as infants and children, parents give their children content such as picture books and educational videos. Children who are given content develop their minds by understanding the contents of the content and communicating with their parents through the content.
 しかしながら、特許文献1に開示されているシステムでは、主に学習用コンテンツの提供及び学習状況の管理がなされるにとどまり、コンテンツを通じた保護者とのコミュニケーションについては考慮されていない。 However, the system disclosed in Patent Document 1 mainly provides learning content and manages learning status, and does not consider communication with parents through content.
 そこで、本発明は、コンテンツを利用する利用者の関心に基づいて、コンテンツを通じた保護者と利用者とのコミュニケーションを促進するコンテンツ利用記録分析システム、コンテンツ利用記録分析方法及びコンテンツ利用記録分析プログラムを提供することを目的とする。 Therefore, the present invention provides a content usage record analysis system, a content usage record analysis method, and a content usage record analysis program that promote communication between parents and users through content based on the interests of users who use content. intended to provide
 本発明の一態様に係るコンテンツ利用記録分析システムは、利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得する利用記録情報取得部と、利用記録情報に基づいて、利用者の関心に関する関心情報を評価する関心評価部と、関心情報と、利用者の保護者が利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶する対応関係記憶部と、評価された関心情報及び対応関係情報に基づいて、行動の提案に関する行動提案情報を生成する行動提案情報生成部と、行動提案情報を保護者が利用する保護者端末に提供する行動提案情報提供部と、を備える。 A content usage record analysis system according to an aspect of the present invention includes a usage record information acquisition unit that acquires usage record information related to usage records of each of a plurality of contents that a user can use on a user terminal, and based on the usage record information: an interest evaluation unit that evaluates interest information about the user's interest; A relationship storage unit, an action proposal information generation unit that generates action proposal information related to action proposal based on the evaluated interest information and correspondence information, and provides the action proposal information to a parent terminal used by the parent. and an action proposal information providing unit.
 本発明の一態様に係るコンテンツ利用記録分析方法は、コンピュータが、利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得し、利用記録情報に基づいて、利用者の関心に関する関心情報を評価し、関心情報と、利用者の保護者が利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶し、評価された関心情報及び対応関係情報に基づいて、行動の提案に関する行動提案情報を生成し、行動提案情報を保護者が利用する保護者端末に提供する。 A content usage record analysis method according to an aspect of the present invention is a method in which a computer acquires usage record information related to usage records of a plurality of pieces of content that can be used by a user on a user terminal, and based on the usage record information, uses Evaluate the interest information about the interest of the user, store the correspondence information indicating the correspondence relationship between the interest information and the action information about the action that the user's guardian does for the user, and evaluate the interest information and the response Based on the relationship information, action suggestion information relating to the action suggestion is generated, and the action suggestion information is provided to the guardian terminal used by the guardian.
 本発明の一態様に係るコンテンツ利用記録分析プログラムは、コンピュータに、利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得する利用記録情報取得部と、利用記録情報に基づいて、利用者の関心に関する関心情報を評価する関心評価部と、関心情報と、利用者の保護者が利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶する対応関係記憶部と、評価された関心情報及び対応関係情報に基づいて、行動の提案に関する行動提案情報を生成する行動提案情報生成部と、行動提案情報を保護者が利用する保護者端末に提供する行動提案情報提供部と、を実現させる。 A content usage record analysis program according to an aspect of the present invention comprises: a computer; Based on the information, an interest evaluation unit that evaluates interest information about the user's interest, and correspondence relationship information that indicates the correspondence relationship between the interest information and behavior information about the behavior that the user's guardian does for the user Correspondence storage unit for storing, action proposal information generation unit for generating action proposal information regarding action proposal based on evaluated interest information and correspondence relation information, and guardian terminal for guardian using action proposal information and an action proposal information providing unit to be provided to.
 なお、本発明において、「部」とは、単に物理的手段を意味するものではなく、その「部」が有する機能をソフトウェアによって実現する場合も含む。また、1つの「部」や装置が有する機能が2つ以上の物理的手段や装置により実現されてもよく、2つ以上の「部」や装置の機能が1つの物理的手段や装置により実現されてもよい。 In the present invention, the term "department" does not simply mean physical means, but also includes the case where the functions of the "department" are realized by software. In addition, the functions of one "part" or device may be realized by two or more physical means or devices, and the functions of two or more "parts" or devices may be realized by one physical means or device. may be
 本発明によれば、コンテンツを利用する利用者の関心に基づいて、コンテンツを通じた保護者と利用者とのコミュニケーションを促進するコンテンツ利用記録分析システム、コンテンツ利用記録分析方法及びコンテンツ利用記録分析プログラムを提供することが可能となる。 According to the present invention, a content usage record analysis system, a content usage record analysis method, and a content usage record analysis program are provided for promoting communication between parents and users through content based on the interests of users who use content. can be provided.
コンテンツ利用記録分析システム100の構成を示す図である。1 is a diagram showing the configuration of a content usage record analysis system 100; FIG. アカウント情報記憶部122に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in an account information storage unit 122; FIG. 類型情報記憶部124に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a type information storage unit 124; FIG. コンテンツ情報記憶部125に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a content information storage unit 125; FIG. コンテンツ表示部126による表示の例を示す図である。FIG. 4 is a diagram showing an example of display by a content display unit 126; FIG. コンテンツ表示部126による表示の例を示す図である。FIG. 4 is a diagram showing an example of display by a content display unit 126; FIG. 感想情報取得部132による感想情報の取得の例を示す図である。FIG. 7 is a diagram showing an example of acquisition of impression information by an impression information acquisition unit 132. FIG. 利用記録情報記憶部133に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a usage record information storage unit 133. FIG. 関心情報記憶部142に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in an interest information storage unit 142; FIG. 対応関係記憶部143に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a correspondence storage unit 143; FIG. 行動提案情報記憶部145に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in an action suggestion information storage unit 145; FIG. 利用関心情報提供部146及び行動提案情報提供部147による保護者端末112への提供の例を示す図である。FIG. 10 is a diagram showing an example of provision to the guardian terminal 112 by a use interest information provision unit 146 and an action proposal information provision unit 147; コンテンツ提案情報記憶部152に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a content proposal information storage unit 152. FIG. 設定情報記憶部154に記憶される情報の例を示す図である。4 is a diagram showing an example of information stored in a setting information storage unit 154; FIG. コンテンツ提案情報提供部155による利用者端末111への提供の例を示す図である。FIG. 4 is a diagram showing an example of provision to a user terminal 111 by a content proposal information providing unit 155; コンテンツ利用記録分析システム100による処理の例を示すシーケンスチャートである。4 is a sequence chart showing an example of processing by the content usage record analysis system 100;
 添付図面を参照して、本発明の好適な実施形態について説明する。図1は、コンテンツ利用記録分析システム100の構成を示す図である。 A preferred embodiment of the present invention will be described with reference to the accompanying drawings. FIG. 1 is a diagram showing the configuration of a content usage record analysis system 100. As shown in FIG.
 コンテンツ利用記録分析システム100は、利用者端末111及び保護者端末112とインターネット等のネットワークを介して通信可能に接続されるシステムである。 The content usage record analysis system 100 is a system that is communicatively connected to the user terminal 111 and the guardian terminal 112 via a network such as the Internet.
 コンテンツ利用記録分析システム100の処理の対象となるコンテンツは、絵本、本、動画等のコンテンツを広く含む。以下に記載する実施形態では、コンテンツ利用記録分析システム100の処理の対象となるコンテンツを絵本とした場合を想定して説明する。また、利用者は、絵本を利用する子どもとし、保護者は、当該子どもの親とした場合を想定して説明する。なお、保護者は、厳密な意味での保護者に限られず、コンテンツの利用に関して子どもの面倒を見る人(例えば、兄姉や祖父母等)であってもよい。 The content to be processed by the content usage record analysis system 100 includes a wide range of content such as picture books, books, and videos. In the embodiments described below, it is assumed that the content to be processed by the content usage record analysis system 100 is a picture book. Also, the user is assumed to be a child who uses the picture book, and the guardian is assumed to be the child's parent. Note that a guardian is not limited to a guardian in a strict sense, and may be someone who takes care of a child regarding the use of content (for example, older brothers and sisters, grandparents, etc.).
 コンテンツ利用記録分析システム100は、電子化された複数のコンテンツを利用者端末111に提供し、利用者によるコンテンツそれぞれの利用記録に関する利用記録情報を取得する。コンテンツ利用記録分析システム100は、利用記録情報に基づいて、利用者の関心に関する関心情報を評価する。さらに、コンテンツ利用記録分析システム100は、評価された利用者の関心情報に基づいて、保護者が利用者のためにする行動の提案に関する行動提案情報を生成し、保護者端末112に行動提案情報を提供する。 The content usage record analysis system 100 provides a plurality of digitized contents to the user terminal 111, and acquires usage record information regarding usage records of each content by the user. The content usage record analysis system 100 evaluates interest information related to user interests based on the usage record information. Furthermore, the content usage record analysis system 100 generates action proposal information related to a proposal of action for the user by the guardian based on the evaluated interest information of the user, and sends the action suggestion information to the guardian terminal 112. I will provide a.
 利用者端末111は、コンテンツの利用者が利用するコンピュータであり、スマートフォン、タブレット端末、パーソナルコンピュータ等である。保護者端末112は、利用者の保護者が利用するコンピュータであり、スマートフォン、タブレット端末、パーソナルコンピュータ等である。利用者は、利用者端末111を通じてコンテンツ利用記録分析システム100にアクセスし、コンテンツを利用する。保護者は、保護者端末112を通じてコンテンツ利用記録分析システム100にアクセスし、利用者のコンテンツ利用状況等を参照する。 The user terminal 111 is a computer used by a content user, such as a smartphone, tablet terminal, or personal computer. The guardian terminal 112 is a computer used by the guardian of the user, such as a smart phone, tablet terminal, or personal computer. A user accesses the content usage record analysis system 100 through the user terminal 111 and uses the content. The parent/guardian accesses the content usage record analysis system 100 through the parent/guardian terminal 112 and refers to the user's content usage status and the like.
 なお、図1では、利用者端末111及び保護者端末112の例として、利用者端末111a、111b、保護者端末112a、112bのそれぞれ2つずつを示しているが、利用者端末111及び保護者端末112の数はこれに限られない。また、利用者端末111及び保護者端末112はそれぞれ異なる端末であってもよいし、同一の端末であってもよい。利用者端末111及び保護者端末112が同一の端末である場合には、利用者が保護者向け情報にアクセスできないように、保護者向け情報へのアクセスにはパスワードを要求する等、適切なアクセス制限を施してもよい。 In FIG. 1, two user terminals 111a and 111b and two parent terminals 112a and 112b are shown as examples of the user terminal 111 and the parent terminal 112, respectively. The number of terminals 112 is not limited to this. Also, the user terminal 111 and the guardian terminal 112 may be different terminals or may be the same terminal. If the user terminal 111 and the guardian terminal 112 are the same terminal, appropriate access is required, such as requiring a password to access the information for guardians so that the user cannot access the information for guardians. may be restricted.
 次に、コンテンツ利用記録分析システム100の詳細について説明する。図1に示すように、コンテンツ利用記録分析システム100は、アカウント情報取得部121、アカウント情報記憶部122、類型情報取得部123、類型情報記憶部124、コンテンツ情報記憶部125、コンテンツ表示部126、利用記録情報取得部131、感想情報取得部132、利用記録情報記憶部133、関心評価部141、関心情報記憶部142、対応関係記憶部143、行動提案情報生成部144、行動提案情報記憶部145、利用関心情報提供部146、行動提案情報提供部147、コンテンツ特定部151、コンテンツ提案情報記憶部152、設定部153、設定情報記憶部154、コンテンツ提案情報提供部155を備える。コンテンツ利用記録分析システム100を構成するコンピュータは、プロセッサ及び記憶領域を備える。図1に示す各部は、例えば、記憶領域を用いたり、記憶領域に格納されたプログラムをプロセッサが実行したりすることにより実現することができる。 Next, the details of the content usage record analysis system 100 will be described. As shown in FIG. 1, the content usage record analysis system 100 includes an account information acquisition unit 121, an account information storage unit 122, a type information acquisition unit 123, a type information storage unit 124, a content information storage unit 125, a content display unit 126, Usage record information acquisition unit 131, impression information acquisition unit 132, usage record information storage unit 133, interest evaluation unit 141, interest information storage unit 142, correspondence relationship storage unit 143, action proposal information generation unit 144, action proposal information storage unit 145 , a use interest information providing unit 146 , an action proposal information providing unit 147 , a content specifying unit 151 , a content proposal information storage unit 152 , a setting unit 153 , a setting information storage unit 154 and a content proposal information providing unit 155 . A computer that configures the content usage record analysis system 100 includes a processor and a storage area. Each unit shown in FIG. 1 can be implemented by using a storage area or by causing a processor to execute a program stored in the storage area, for example.
 アカウント情報取得部121は、利用者端末111及び保護者端末112から、それぞれ、コンテンツ利用記録分析システム100を利用する利用者及び保護者を示すアカウント情報を取得し、アカウント情報記憶部122に格納する。 The account information acquisition unit 121 acquires account information indicating the user and guardian who use the content usage record analysis system 100 from the user terminal 111 and the guardian terminal 112, respectively, and stores the account information in the account information storage unit 122. .
 図2は、アカウント情報記憶部122に記憶される情報の例を示す図である。アカウント情報記憶部122に記憶される情報は、例えば、利用者ID及び保護者IDを含む。利用者IDは、コンテンツ利用記録分析システム100にてコンテンツを利用する利用者を識別する利用者識別情報である。保護者IDは、利用者の保護者を識別する保護者識別情報である。なお、同一の保護者IDに、複数の利用者IDが対応付けられてもよい。 FIG. 2 is a diagram showing an example of information stored in the account information storage unit 122. As shown in FIG. Information stored in the account information storage unit 122 includes, for example, a user ID and a guardian ID. A user ID is user identification information that identifies a user who uses content in the content usage record analysis system 100 . The guardian ID is guardian identification information that identifies the guardian of the user. Multiple user IDs may be associated with the same guardian ID.
 類型情報取得部123は、利用者の性質に関する類型情報を取得し、取得した類型情報を類型情報記憶部124に格納する。 The type information acquisition unit 123 acquires type information about the user's character, and stores the acquired type information in the type information storage unit 124 .
 類型情報は、利用者の性質を特定の属性に分類した情報であってもよいし、利用者の性質を特徴づける特定の要素ごとの点数に関する情報であってもよい。類型情報は、例えば、心の知能指数といわれるEQ(Emotional Intelligence Quotient)のスコアや、性格診断の結果を含む。なお、類型情報取得部123は、外部の情報処理システムによって生成された類型情報を取得してもよい。 The type information may be information that classifies the user's disposition into specific attributes, or may be information regarding the score for each specific element that characterizes the user's disposition. The type information includes, for example, an EQ (Emotional Intelligence Quotient) score, which is called an emotional intelligence quotient, and the result of personality diagnosis. The type information acquisition unit 123 may acquire type information generated by an external information processing system.
 類型情報取得部123は、利用者若しくは保護者による操作を通じて、利用者端末111若しくは保護者端末112から、類型情報を取得してもよいし、利用者端末111若しくは保護者端末112を通じた、利用者若しくは保護者の指示に基づいて、外部の情報処理システムから類型情報を取得してもよい。 The type information acquisition unit 123 may acquire type information from the user terminal 111 or the guardian terminal 112 through an operation by the user or guardian, or may acquire the type information through the user terminal 111 or the guardian terminal 112. The type information may be acquired from an external information processing system based on the instructions of the person or guardian.
 図3は、類型情報記憶部124に記憶される情報の例を示す図である。類型情報記憶部124に記憶される情報は、例えば、利用者ID及び類型情報を含む。類型情報は、例えば、利用者の性質を特徴づける特定の要素ごとの点数に関する要素点数情報(要素点数情報1、要素点数情報2等)を含む。 FIG. 3 is a diagram showing an example of information stored in the type information storage unit 124. As shown in FIG. Information stored in the type information storage unit 124 includes, for example, a user ID and type information. The type information includes, for example, element score information (element score information 1, element score information 2, etc.) regarding the score for each specific element that characterizes the user's property.
 コンテンツ情報記憶部125は、コンテンツ利用記録分析システム100が利用者端末111に提供するコンテンツに関するコンテンツ情報を記憶する。 The content information storage unit 125 stores content information related to content provided to the user terminal 111 by the content usage record analysis system 100 .
 図4は、コンテンツ情報記憶部125に記憶される情報の例を示す図である。コンテンツ情報記憶部125に記憶される情報は、例えば、コンテンツID、タイトル情報、タイプ情報、タグ情報、コンテンツデータを含む。 FIG. 4 is a diagram showing an example of information stored in the content information storage unit 125. As shown in FIG. Information stored in the content information storage unit 125 includes, for example, a content ID, title information, type information, tag information, and content data.
 コンテンツIDは、コンテンツ利用記録分析システム100で利用可能なコンテンツを識別するコンテンツ識別情報である。タイトル情報は、コンテンツのタイトルを示す情報である。タイプ情報は、コンテンツのタイプを示す情報であり、例えば、「絵本」、「本」、「動画」等を含む。タグ情報は、コンテンツの内容やテーマを示す情報であり、例えば、「冒険」、「ロマンス」等を含む。コンテンツデータは、コンテンツ自体を示すデータである。 A content ID is content identification information that identifies content that can be used in the content usage record analysis system 100 . The title information is information indicating the title of the content. The type information is information indicating the type of content, and includes, for example, "picture book", "book", and "video". The tag information is information indicating the content or theme of the content, and includes, for example, "adventure" and "romance". Content data is data indicating the content itself.
 なお、コンテンツのタイプが明白である場合は、コンテンツ情報記憶部125はタイプ情報を記憶しなくてもよい。また、コンテンツデータは、コンテンツ情報記憶部125に記憶されてもよいし、外部の情報処理システムに記憶されてもよい。コンテンツデータが外部の情報処理システムに記憶される場合、例えば、コンテンツ情報記憶部125には、コンテンツデータの代わりに、コンテンツデータへのリンクを示す情報が記憶されてもよい。 If the type of content is clear, the content information storage unit 125 does not need to store type information. Also, the content data may be stored in the content information storage unit 125, or may be stored in an external information processing system. When the content data is stored in an external information processing system, for example, instead of the content data, the content information storage unit 125 may store information indicating a link to the content data.
 コンテンツ表示部126は、利用者による利用者端末111を通じた操作に基づいて、コンテンツを表示する。コンテンツ表示部126は、例えば、利用者がコンテンツを選択するコンテンツ選択画面を表示し、また、利用者がコンテンツを利用するコンテンツ利用画面を表示する。 The content display unit 126 displays content based on the user's operation through the user terminal 111. The content display unit 126 displays, for example, a content selection screen for the user to select content, and a content use screen for the user to use the content.
 コンテンツの表示にあたり、コンテンツ表示部126は、コンテンツ情報記憶部125に記憶されているコンテンツ情報を表示する。また、コンテンツ表示部126は、外部の情報処理システムに記憶されているコンテンツデータを表示することもできる。 When displaying the content, the content display unit 126 displays the content information stored in the content information storage unit 125. The content display unit 126 can also display content data stored in an external information processing system.
 図5は、コンテンツ表示部126による表示の例を示す図である。図5に示す画面は、コンテンツ表示部126によるコンテンツ選択画面の表示の例である。 FIG. 5 is a diagram showing an example of display by the content display unit 126. FIG. The screen shown in FIG. 5 is an example of a content selection screen displayed by the content display unit 126 .
 図5に示すコンテンツ選択画面は、コンテンツのテーマ又は表紙等を示す図形又は絵等が表示される領域501(501a、501b)及びコンテンツのタイトルが表示される領域502(502a、502b)を含む。利用者は、領域501又は領域502を選択することで、コンテンツの利用を開始することができる。 The content selection screen shown in FIG. 5 includes areas 501 (501a, 501b) in which figures or pictures indicating content themes or covers are displayed, and areas 502 (502a, 502b) in which content titles are displayed. The user can start using the content by selecting area 501 or area 502 .
 なお、図5に示すコンテンツ選択画面では、利用者にコンテンツ自体を選択させているが、コンテンツ表示部126は、利用者にコンテンツのテーマを選択させてもよい。 Although the content selection screen shown in FIG. 5 prompts the user to select the content itself, the content display unit 126 may prompt the user to select a content theme.
 図6は、コンテンツ表示部126による表示の例を示す図である。図6に示す画面は、コンテンツ表示部126によるコンテンツ利用画面の表示の例である。 FIG. 6 is a diagram showing an example of display by the content display unit 126. FIG. The screen shown in FIG. 6 is an example of a content usage screen displayed by the content display unit 126 .
 図6に示すコンテンツ利用画面は、絵本を利用する画面の例であり、絵本のタイトルを表示する領域601、絵本の絵を表示する領域602、絵本の文章を表示する領域603、次のページへ移動する際に利用者が選択する領域604を含む。 The content use screen shown in FIG. 6 is an example of a screen for using a picture book. It includes an area 604 that the user selects when moving.
 なお、次のページへ移動する際に利用者が選択する領域は、例えば、クリックすると次のページに遷移するボタンであってもよいし、利用者によるスワイプ操作によって次のページに遷移するような領域であってもよい。また、図6に示す画面では、横方向にページがめくられる設計になっているが、縦方向にページがめくられる設計であってもよい。 Note that the area selected by the user when moving to the next page may be, for example, a button that transitions to the next page when clicked, or a button that transitions to the next page by a swipe operation by the user. It can be a region. Further, the screen shown in FIG. 6 is designed to turn pages horizontally, but it may be designed to turn pages vertically.
 利用記録情報取得部131は、利用者による利用者端末111を通じたコンテンツの利用の記録に関する利用記録情報を取得し、後述する感想情報取得部132が取得する感想情報とあわせて利用記録情報として、利用記録情報記憶部133に格納する。利用記録情報取得部131が取得する利用記録情報は、例えば、利用者による利用者端末111を通じて利用したコンテンツの内容、利用時間、利用中の操作等、利用者端末111を通じて取得可能な利用記録に関する情報を含む。 The usage record information acquisition unit 131 acquires the usage record information related to the record of the usage of the content through the user terminal 111 by the user, and together with the impression information acquired by the impression information acquisition unit 132 described later, the usage record information is: Stored in the usage record information storage unit 133 . The usage record information acquired by the usage record information acquiring unit 131 relates to usage records that can be acquired through the user terminal 111, such as the contents of the content used by the user through the user terminal 111, usage time, operations during use, and the like. Contains information.
 利用記録情報取得部131は、コンテンツ情報記憶部125に含まれるコンテンツの利用記録に関する利用記録情報を取得してもよいし、コンテンツ情報記憶部125に含まれないコンテンツ(例えば、書店や図書館で入手した電子化されていない絵本等)の利用記録に関する利用記録情報を取得してもよい。利用記録情報取得部131がコンテンツ情報記憶部125に含まれないコンテンツの利用記録に関する利用記録情報を取得する場合には、利用記録情報取得部131は、例えば、利用者又は保護者による利用者端末111又は保護者端末112を通じた利用記録の入力を、利用記録情報として取得することができる。 The usage record information acquisition unit 131 may acquire usage record information related to the usage record of the content included in the content information storage unit 125, or may acquire content not included in the content information storage unit 125 (for example, content obtained at a bookstore or library). You may acquire the usage record information regarding the usage record of the picture book which has not been digitized, etc.). When the usage record information acquisition unit 131 acquires usage record information related to the usage record of content not included in the content information storage unit 125, the usage record information acquisition unit 131, for example, uses the user terminal of the user or the guardian. 111 or the input of the usage record through the guardian terminal 112 can be obtained as usage record information.
 感想情報取得部132は、利用者端末111を通じて、コンテンツに対する利用者の感想に関する感想情報を取得し、利用記録情報取得部131が取得する利用記録情報とあわせて利用記録情報として、利用記録情報記憶部133に格納する。感想情報取得部132は、例えば、利用者による利用者端末111を通じたコンテンツの利用終了後に、感想情報を取得する。 The impression information acquisition unit 132 acquires impression information about the user's impression of the content through the user terminal 111, and stores the usage record information together with the usage record information acquired by the usage record information acquisition unit 131 as usage record information. Stored in section 133 . The impression information acquisition unit 132 acquires the impression information, for example, after the user finishes using the content through the user terminal 111 .
 なお、感想情報取得部132は、利用者端末111に表示される予め設定された質問を通じて、選択肢形式で感想情報を取得してもよいし、利用者端末111に表示される自由回答欄を通じて、自由回答形式で感想情報を取得してもよい。また、予め設定された質問を通じて選択肢形式で感想情報を取得する場合、表示される予め設定された質問は、コンテンツごとに設定された異なる質問であってもよいし、複数のコンテンツで同一の質問であってもよい。また、利用者による自由回答には、文字が用いられてもよいし、絵が用いられてもよい。 Note that the impression information acquisition unit 132 may acquire impression information in a choice format through a preset question displayed on the user terminal 111, or through a free answer column displayed on the user terminal 111, Impression information may be acquired in a free answer format. In addition, when obtaining impression information in a choice format through preset questions, the displayed preset questions may be different questions set for each content, or the same question for a plurality of contents. may be In addition, characters or pictures may be used for the user's free answer.
 図7は、感想情報取得部132による感想情報の取得の例を示す図である。図7に示す画面は、コンテンツに対する感想に関する質問を表示する領域701、質問に対する回答を選択する領域702、及び質問に対する選択肢を表示する領域703を含む。感想情報取得部132は、利用者により領域702が選択されると、選択された選択肢に対応する内容を感想情報として取得する。 FIG. 7 is a diagram showing an example of acquisition of impression information by the impression information acquisition unit 132. As shown in FIG. The screen shown in FIG. 7 includes an area 701 for displaying questions regarding impressions of content, an area 702 for selecting answers to the questions, and an area 703 for displaying options for the questions. When the user selects the region 702, the impression information acquisition unit 132 acquires the content corresponding to the selected option as impression information.
 なお、図7に示す画面では、利用者端末111に表示される予め設定された質問を通じて選択肢形式で感想情報を取得しているが、自由回答欄を通じて自由回答形式で感想情報を取得してもよい。また、図7に示す画面では、コンテンツの内容に限定されない一般的な質問内容が表示されているが、コンテンツごとに設定された質問内容が表示されてもよい。 In the screen shown in FIG. 7, impression information is obtained in a choice format through preset questions displayed on the user terminal 111. good. Also, in the screen shown in FIG. 7, general questions not limited to the content are displayed, but question details set for each content may be displayed.
 図8は、利用記録情報記憶部133に記憶される情報の例を示す図である。利用記録情報記憶部133に記憶される情報は、例えば、利用者ID、コンテンツID、タグ情報、利用時間情報、断片利用時間情報、操作情報、感想情報を含む。 FIG. 8 is a diagram showing an example of information stored in the usage record information storage unit 133. As shown in FIG. Information stored in the usage record information storage unit 133 includes, for example, a user ID, a content ID, tag information, usage time information, fragmented usage time information, operation information, and impression information.
 利用時間情報は、利用者によるコンテンツの利用時間を示す情報であり、コンテンツが絵本である場合には、例えば、絵本の読了に要した時間を示す情報である。断片利用時間情報は、利用者によるコンテンツの断片ごとの利用時間を示す情報であり、コンテンツが絵本である場合には、例えば、コンテンツのページごとの読了に要した時間を示す情報である。操作情報は、利用者による利用者端末111でのコンテンツ利用中の操作を示す情報である。操作情報は、コンテンツが絵本である場合には、例えば、コンテンツ利用中に、利用者が利用者端末111を通じて最も多く触った絵の内容を示す情報とすることができる。 Usage time information is information indicating how long the user has used the content, and if the content is a picture book, for example, information indicating the time required to finish reading the picture book. Fragment usage time information is information indicating the usage time of each piece of content by the user, and if the content is a picture book, for example, information indicating the time required to finish reading each page of the content. The operation information is information indicating an operation performed by the user on the user terminal 111 while using the content. If the content is a picture book, the operation information can be, for example, information indicating the content of the picture that the user most touched through the user terminal 111 while using the content.
 関心評価部141は、利用記録情報記憶部133に記憶される利用記録情報に基づき、利用者の関心に関する関心情報を評価し、評価された関心情報を関心情報記憶部142に格納する。 The interest evaluation unit 141 evaluates interest information related to the interest of the user based on the usage record information stored in the usage record information storage unit 133 and stores the evaluated interest information in the interest information storage unit 142 .
 関心評価部141は、例えば、利用記録情報に含まれるタグ情報に基づいて、関心情報を評価することができる。関心評価部141がタグ情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、利用記録情報に最も高い頻度で含まれるタグ情報を、関心情報とすることができる。また、一定期間内(例えば、月単位)でタグ情報の集計を行い、前期間(例えば、前月)と当期間(例えば、当月)とを比較して、一定期間内での頻度の上昇率が最も高いタグ情報を、関心情報としてもよい。 The interest evaluation unit 141 can evaluate interest information, for example, based on tag information included in usage record information. When the interest evaluation unit 141 evaluates the interest information based on the tag information, the interest evaluation unit 141 can determine, for example, the tag information most frequently included in the usage record information as the interest information. In addition, the tag information is aggregated within a certain period (for example, monthly), and the previous period (for example, the previous month) and the current period (for example, the current month) are compared to determine the rate of increase in frequency within the certain period. The highest tag information may be used as interest information.
 また、関心評価部141は、例えば、利用記録情報に含まれる利用時間情報に基づいて、関心情報を評価することができる。関心評価部141が利用時間情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、タグ情報ごとに利用時間情報を分析した上で、利用時間が最も長いタグ情報を、関心情報とすることができる。 Also, the interest evaluation unit 141 can evaluate the interest information based on, for example, usage time information included in the usage record information. When the interest evaluation unit 141 evaluates the interest information based on the usage time information, the interest evaluation unit 141 analyzes the usage time information for each tag information, for example, and then selects the tag information with the longest usage time as the interest information. can be
 また、関心評価部141は、例えば、利用記録情報に含まれる断片利用時間情報に基づいて、関心情報を評価することができる。関心評価部141が断片利用時間情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、最も長い断片利用時間を含むコンテンツのタグ情報を、関心情報とすることができる。 Also, the interest evaluation unit 141 can evaluate the interest information based on, for example, the fragment usage time information included in the usage record information. When the interest evaluation unit 141 evaluates the interest information based on the fragment usage time information, the interest evaluation unit 141 can use, for example, the tag information of the content containing the longest fragment usage time as the interest information.
 また、関心評価部141は、例えば、利用記録情報に含まれる操作情報に基づいて、関心情報を評価することができる。関心評価部141が操作情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、最も高い頻度で含まれる操作情報を、関心情報とすることができる。 Also, the interest evaluation unit 141 can evaluate the interest information based on, for example, the operation information included in the usage record information. When the interest evaluation unit 141 evaluates the interest information based on the operation information, the interest evaluation unit 141 can set, for example, the operation information included most frequently as the interest information.
 また、関心評価部141は、例えば、利用記録情報に含まれる感想情報に基づいて、関心情報を評価することができる。関心評価部141が感想情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、「面白かった」等の好意的な感想を多く含むタグ情報を、関心情報とすることができる。 Also, the interest evaluation unit 141 can evaluate the interest information based on, for example, impression information included in the usage record information. When the interest evaluation unit 141 evaluates the interest information based on the impression information, the interest evaluation unit 141 can use, for example, tag information containing many favorable impressions such as "interesting" as the interest information.
 また、関心評価部141は、類型情報記憶部124に記憶される類型情報に基づいて、関心情報を評価することができる。関心評価部141が類型情報に基づいて関心情報を評価する場合、関心評価部141は、例えば、外向的な性質を示す類型情報を有する利用者の関心情報を、「冒険」というタグ情報とすることができる。 Further, the interest evaluation unit 141 can evaluate interest information based on the type information stored in the type information storage unit 124 . When the interest evaluation unit 141 evaluates the interest information based on the type information, the interest evaluation unit 141 uses, for example, the interest information of the user having the type information indicating extroverted nature as the tag information “adventure”. be able to.
 図9は、関心情報記憶部142に記憶される情報の例を示す図である。関心情報記憶部142に記憶される情報は、例えば、利用者ID及び関心情報を含む。関心情報は、例えば、タグ情報と同一の情報であってもよいし、タグ情報とは異なる情報であってもよい。また、関心情報記憶部142が複数の関心情報を記憶する場合には、関心情報記憶部142は、利用者の関心の高い順に、関心情報を記憶してもよい。 FIG. 9 is a diagram showing an example of information stored in the interest information storage unit 142. As shown in FIG. Information stored in the interest information storage unit 142 includes, for example, a user ID and interest information. The information of interest may be, for example, the same information as the tag information, or may be information different from the tag information. Further, when the interest information storage unit 142 stores a plurality of interest information, the interest information storage unit 142 may store the interest information in descending order of user interest.
 図10は、対応関係記憶部143に記憶される情報の例を示す図である。対応関係記憶部143に記憶される情報は、関心情報と行動情報との対応関係を示す情報であり、例えば、関心情報、行動情報、行動カテゴリ情報、時期情報を含む。 FIG. 10 is a diagram showing an example of information stored in the correspondence storage unit 143. As shown in FIG. Information stored in the correspondence storage unit 143 is information indicating the correspondence between interest information and action information, and includes, for example, interest information, action information, action category information, and time information.
 行動情報は、利用者の保護者が利用者のためにする行動に関する情報である。行動情報は、例えば、関心情報に対応する会話、外出、遊び、製品購入といった行動に関する情報であり、それぞれに対応する、会話情報、外出情報、遊び情報、製品情報を含む。ここで、会話情報は、保護者による利用者との会話内容に関する情報であり、外出情報は、保護者による利用者との外出に関する情報である。また、遊び情報は、保護者及び利用者によって行われる利用者向けの遊び(例えば、運動やゲーム)に関する情報であり、製品情報は、保護者による利用者向けの製品(例えば、幼児向け玩具やアプリケーションソフトウェア)の購入に関する情報である。なお、行動情報は、単語や文章などの言語情報であってもよいし、デジタルコンテンツや外部サイトのURLに関する情報であってもよい。 Behavioral information is information related to actions taken by the user's guardian for the user. The action information is, for example, information on actions such as conversation, going out, play, and product purchase corresponding to the interest information, and includes conversation information, going out information, play information, and product information corresponding to each of them. Here, the conversation information is information about the content of the conversation between the guardian and the user, and the going-out information is information about going out with the user by the guardian. In addition, play information is information about play for users (for example, exercise and games) performed by parents and users, and product information is products for users by parents (for example, toys for infants, application software). Note that the behavior information may be linguistic information such as words and sentences, or may be information related to URLs of digital contents or external sites.
 行動カテゴリ情報は、行動情報のカテゴリを示す情報であり、例えば、「会話」、「外出」、「遊び」、「製品」を含む。例えば、行動情報が会話情報である場合、行動カテゴリ情報を「会話」とすることができる。  Action category information is information indicating categories of action information, and includes, for example, "conversation", "outing", "play", and "product". For example, when the action information is conversation information, the action category information can be "conversation".
 時期情報は、行動に適した時期に関する情報である。時期情報は、例えば、「通年」であってもよいし、「正月」等の特定の時期を示す情報であってもよい。また、時期情報は、「春」等の季節を示す情報であってもよいし、「3月~5月」等の年月日を用いた形式の情報であってもよい。例えば、行動が正月に適した行動である場合には、時期情報を「正月」とすることができる。 Timing information is information about the timing suitable for action. The period information may be, for example, "whole year" or information indicating a specific period such as "New Year". Also, the period information may be information indicating a season such as "spring", or may be information in a format using dates such as "March to May". For example, if the action is suitable for New Year's, the period information can be "New Year's".
 行動提案情報生成部144は、関心情報記憶部142に記憶される関心情報及び対応関係記憶部143に記憶される対応関係情報に基づいて、利用者の保護者が利用者のためにする行動の提案に関する行動提案情報を生成し、行動提案情報を行動提案情報記憶部145に格納する。 The action proposal information generation unit 144 is based on the interest information stored in the interest information storage unit 142 and the correspondence information stored in the correspondence storage unit 143, and proposes actions that the user's guardian will take for the user. Action proposal information related to the proposal is generated, and the action proposal information is stored in the action proposal information storage unit 145 .
 行動提案情報生成部144は、例えば、関心情報記憶部142に記憶されている関心情報を取得し、取得した関心情報に対応する行動情報を対応関係記憶部143から取得し、取得した行動情報を行動提案情報記憶部145に格納する。例えば、関心情報記憶部142に記憶される関心情報が「運動」である場合には、行動提案情報生成部144は、対応関係記憶部143に含まれる関心情報「運動」に対応する行動情報「好きなスポーツに関する会話」及び「羽根突き遊び」等を行動提案情報記憶部145に格納する。 For example, the action proposal information generation unit 144 acquires interest information stored in the interest information storage unit 142, acquires action information corresponding to the acquired interest information from the correspondence relationship storage unit 143, and stores the acquired action information. Stored in the action proposal information storage unit 145 . For example, when the interest information stored in the interest information storage unit 142 is “exercise”, the action proposal information generation unit 144 generates action information “exercise” corresponding to the interest information “exercise” included in the correspondence relationship storage unit 143 Conversation about favorite sports”, “Hanetsuki play”, etc. are stored in the action suggestion information storage unit 145. FIG.
 また、行動提案情報生成部144は、行動提案情報を生成する時期に応じて、例えば処理の時期に適さない行動情報を行動提案情報記憶部145に格納しないこともできる。 In addition, the action proposal information generation unit 144 can also prevent, for example, action information that is not suitable for the processing timing from being stored in the action proposal information storage unit 145 according to the timing of generating the action proposal information.
 行動提案情報生成部144が行動提案情報を生成するタイミングは、任意に設定できる。行動提案情報生成部144は、例えば、利用者が利用者端末111を通じてコンテンツを利用した直後に生成してもよいし、保護者による保護者端末112を通じた要求を受けた後に生成してもよいし、システムメンテナンス時間等の所定のタイミングで自動的に生成してもよい。 The timing at which the action proposal information generation unit 144 generates action proposal information can be set arbitrarily. The action suggestion information generation unit 144 may generate, for example, immediately after the user uses the content through the user terminal 111, or may generate it after receiving a request from the guardian through the guardian terminal 112. Alternatively, it may be automatically generated at a predetermined timing such as system maintenance time.
 図11は、行動提案情報記憶部145に記憶される情報の例を示す図である。行動提案情報記憶部145に記憶される情報は、例えば、利用者ID、保護者ID、会話提案情報、外出提案情報、遊び提案情報、製品提案情報を含む。 FIG. 11 is a diagram showing an example of information stored in the action proposal information storage unit 145. As shown in FIG. Information stored in the action suggestion information storage unit 145 includes, for example, a user ID, a guardian ID, conversation suggestion information, outing suggestion information, play suggestion information, and product suggestion information.
 会話提案情報は、対応関係記憶部143に含まれる会話情報に対応する行動提案情報であり、利用者との会話内容の提案に関する情報を含む。外出提案情報は、対応関係記憶部143に含まれる外出情報に対応する行動提案情報であり、利用者との外出の提案に関する情報を含む。遊び提案情報は、対応関係記憶部143に含まれる遊び情報に対応する行動提案情報であり、利用者向けの遊びの提案に関する情報を含む。製品提案情報は、対応関係記憶部143に含まれる製品情報に対応する行動提案情報であり、利用者向けの製品の提案に関する情報を含む。 The conversation proposal information is action proposal information corresponding to the conversation information contained in the correspondence storage unit 143, and includes information on proposals for conversation content with the user. The outing proposal information is action proposal information corresponding to the outing information included in the correspondence storage unit 143, and includes information related to a proposal to go out with the user. The play suggestion information is action suggestion information corresponding to the play information contained in the correspondence storage unit 143, and includes information on suggestions for play for the user. The product proposal information is action proposal information corresponding to the product information included in the correspondence storage unit 143, and includes information regarding product proposals for users.
 利用関心情報提供部146は、利用記録情報記憶部133に記憶される利用記録情報及び関心情報記憶部142に記憶される関心情報の少なくとも一方を、保護者端末112に提供する。利用関心情報提供部146は、利用記録情報又は関心情報の全部を提供してもよいし、その一部を提供してもよい。また、利用関心情報提供部146は、利用記録情報及び関心情報の少なくとも一方をそのまま提供してもよいし、利用記録情報及び関心情報の少なくとも一方に基づいた統計解析結果を提供してもよい。 The use interest information providing unit 146 provides the parent terminal 112 with at least one of the use record information stored in the use record information storage unit 133 and the interest information stored in the interest information storage unit 142 . The usage interest information providing unit 146 may provide all of the usage record information or the interest information, or may provide a part thereof. Further, the usage interest information providing unit 146 may provide at least one of the usage record information and the interest information as they are, or may provide statistical analysis results based on at least one of the usage record information and the interest information.
 また、利用関心情報提供部146は、提供する保護者端末112を操作する保護者に対応する利用者(例えば、保護者の子)の利用記録情報のみを提供してもよいし、提供する保護者端末112を操作する保護者に対応しない利用者(例えば、友人等の第三者の子)の利用記録情報を提供してもよい。 In addition, the usage interest information providing unit 146 may provide only the usage record information of the user (for example, the child of the guardian) corresponding to the guardian who operates the guardian terminal 112 to be provided, or may provide the protection information to be provided. The usage record information of a user (for example, a child of a third party such as a friend) who does not correspond to the guardian who operates the personal terminal 112 may be provided.
 提供する保護者端末112を操作する保護者に対応しない利用者の利用記録情報を提供する場合には、当該利用者を特定できないような態様で利用記録情報を提供してもよい。なお、利用者を特定できないような態様での提供に関する設定や、第三者への提供の範囲に関する設定は、例えば保護者端末112を通じて適宜行うことができる。また、第三者への提供の範囲の設定に際して、グループ(例えば、保護者の友人から構成されるグループ)を設定することができ、また、グループごとに、利用者を特定できないような態様での提供に関する設定や第三者への提供の範囲に関する設定を行うことができる。 When providing usage record information for a user who does not correspond to the guardian who operates the provided guardian terminal 112, the usage record information may be provided in a manner that does not allow the user to be identified. It should be noted that settings relating to provision in a manner in which the user cannot be identified and settings relating to the range of provision to third parties can be appropriately performed through the guardian terminal 112, for example. In addition, when setting the scope of provision to third parties, it is possible to set a group (for example, a group consisting of friends of guardians), and in such a manner that users cannot be identified for each group You can make settings related to the provision of personal information and settings related to the scope of provision to third parties.
 行動提案情報提供部147は、行動提案情報記憶部145に記憶されている行動提案情報を、保護者端末112に提供する。 The action proposal information providing unit 147 provides the parent terminal 112 with the action proposal information stored in the action proposal information storage unit 145 .
 行動提案情報提供部147が行動提案情報を保護者端末112に提供するタイミングは、任意に設定できる。行動提案情報提供部147は、例えば、行動提案情報生成部144による行動提案情報生成の直後に提供してもよいし、保護者による保護者端末112を通じた要求を受けた後に提供してもよいし、システムメンテナンス時間等の所定のタイミングで自動的に提供してもよい。 The timing at which the action suggestion information provision unit 147 provides the action suggestion information to the guardian terminal 112 can be set arbitrarily. The action proposal information providing unit 147 may provide, for example, immediately after the action proposal information is generated by the action proposal information generating unit 144, or may be provided after receiving a request from the parent through the parent terminal 112. Alternatively, it may be automatically provided at a predetermined timing such as system maintenance time.
 図12は、利用関心情報提供部146及び行動提案情報提供部147による保護者端末112への提供の例を示す図である。図12に示す画面は、利用記録情報記憶部133に記憶される利用記録情報に基づいて、タグ情報を表示する領域1201、タグ情報ごとに、累計の利用数を表示する領域1202、前月の利用数を表示する領域1203、今月の利用数を表示する領域1204を含み、さらに、行動提案情報記憶部145に記憶される行動提案情報を表示する領域1205を含む。 FIG. 12 is a diagram showing an example of provision to the guardian terminal 112 by the usage interest information provision unit 146 and the action proposal information provision unit 147. FIG. The screen shown in FIG. 12 includes an area 1201 for displaying tag information, an area 1202 for displaying the total number of uses for each tag information, and an area 1202 for displaying the total number of uses for each tag information based on the use record information stored in the use record information storage unit 133. It includes an area 1203 that displays the number, an area 1204 that displays the number of uses for this month, and an area 1205 that displays action proposal information stored in the action proposal information storage unit 145 .
 なお、利用関心情報提供部146は、利用記録情報をグラフ化して表示してもよい。また、利用関心情報提供部146は、利用数以外の利用記録情報を表示してもよいし、関心情報記憶部142に記憶される関心情報を表示してもよい。 It should be noted that the usage interest information providing unit 146 may display the usage record information as a graph. Further, the usage interest information providing unit 146 may display usage record information other than the number of uses, or may display interest information stored in the interest information storage unit 142 .
 コンテンツ特定部151は、関心情報記憶部142に記憶される関心情報及び後述する設定情報記憶部154に記憶される設定情報に基づいて、利用者が関心を示す少なくとも1つのコンテンツを特定し、特定されたコンテンツの提案に関するコンテンツ提案情報をコンテンツ提案情報記憶部152に格納する。コンテンツ提案情報は、例えば、コンテンツを特定する情報と、利用者の関心の高さを示す情報を含む。 The content specifying unit 151 specifies at least one content that the user is interested in based on the interest information stored in the interest information storage unit 142 and the setting information stored in the setting information storage unit 154, which will be described later. Content proposal information related to the proposed content is stored in the content proposal information storage unit 152 . The content proposal information includes, for example, information specifying content and information indicating the level of interest of the user.
 また、コンテンツ特定部151は、利用記録情報記憶部133を参照して、利用者が利用していないコンテンツの中から、利用者が関心を示す少なくとも1つのコンテンツを特定してもよい。 In addition, the content specifying unit 151 may refer to the usage record information storage unit 133 to specify at least one content that the user is interested in from among the content that the user has not used.
 なお、コンテンツ特定部151は、後述するコンテンツ提案情報提供部155によるコンテンツ提案情報の提供先となる利用者端末111を利用する利用者自身の利用記録情報のみに基づいてコンテンツ提案情報を生成してもよいし、他の利用者の利用記録情報に基づいてコンテンツ提案情報を生成してもよいし、両方に基づいてコンテンツ提案情報を生成してもよい。コンテンツ特定部151は、例えば、利用者と同性や同年齢の利用者の利用記録情報に基づいて、コンテンツ提案情報を生成することができる。 Note that the content specifying unit 151 generates content proposal information based only on the usage record information of the user who uses the user terminal 111 to which the content proposal information is provided by the content proposal information providing unit 155, which will be described later. Alternatively, the content proposal information may be generated based on the other user's usage record information, or the content proposal information may be generated based on both. The content specifying unit 151 can generate content proposal information, for example, based on usage record information of users of the same sex or age as the user.
 図13は、コンテンツ提案情報記憶部152に記憶される情報の例を示す図である。コンテンツ提案情報記憶部152に記憶される情報は、例えば、利用者ID及びコンテンツ提案情報を含み、コンテンツ提案情報は、例えば、タグ情報及び関心度情報を含む。関心度情報は、コンテンツに対する利用者の関心の高さを示す情報である。 FIG. 13 is a diagram showing an example of information stored in the content proposal information storage unit 152. As shown in FIG. Information stored in the content proposal information storage unit 152 includes, for example, a user ID and content proposal information, and the content proposal information includes, for example, tag information and interest degree information. The degree-of-interest information is information indicating the level of interest of the user in content.
 なお、関心度情報に対応付けられる情報はタグ情報に限られず、例えばコンテンツIDであってもよい。 Information associated with interest level information is not limited to tag information, and may be, for example, a content ID.
 設定部153は、保護者による保護者端末112を通じた操作に基づいて、コンテンツ特定部151の設定に関する設定情報を受け付け、受け付けた設定情報を設定情報記憶部154に格納する。 The setting unit 153 receives setting information related to setting of the content specifying unit 151 based on the parent's operation through the parent's terminal 112 and stores the received setting information in the setting information storage unit 154 .
 ここで、設定情報は、コンテンツ特定部151によるコンテンツ特定の際に、特定されるコンテンツを制御するために設定される情報である。設定情報は、例えば、保護者が利用者への提案を希望するコンテンツやテーマがある場合に、希望するコンテンツやテーマに関連するコンテンツがより高頻度に特定されることを目的として設定される。また、設定情報は、例えば、保護者が利用者の成長に対する期待を有している場合に、期待する成長を利用者に促すコンテンツがより高頻度に特定されることを目的として設定される。 Here, the setting information is information set to control the specified content when the content specifying unit 151 specifies the content. The setting information is set so that, for example, when there is content or theme that the guardian wishes to propose to the user, content related to the desired content or theme is specified more frequently. Also, the setting information is set for the purpose of more frequently identifying content that encourages the user to grow as expected, for example, when the parent has expectations for the user's growth.
 例えば、保護者が「野球」に関するコンテンツをより高頻度に利用者に提案することを希望する場合、保護者は、「野球」を設定情報として設定する。コンテンツ特定部151は、関心情報に加え、設定情報「野球」に基づいて、利用者が関心を示す少なくとも1つのコンテンツを特定する。その結果、設定情報「野球」を設定しなかった場合と比べて、より高頻度に、「野球」に関するコンテンツが特定される。 For example, if a parent wishes to propose content related to "baseball" to the user more frequently, the parent sets "baseball" as setting information. The content identification unit 151 identifies at least one content that the user is interested in based on the interest information and the setting information “baseball”. As a result, content related to "baseball" is specified more frequently than when the setting information "baseball" is not set.
 例えば、保護者が、利用者が動物に優しくなるように成長することを期待している場合、保護者は、「動物に優しくなること」を設定情報として設定する。コンテンツ特定部151は、関心情報に加え、設定情報「動物に優しくなること」に基づいて、利用者が関心を示す少なくとも1つのコンテンツを特定する。その結果、「動物に優しくなること」を設定しなかった場合と比べて、より高頻度に、動物に優しくなるような成長を促すことが期待されるコンテンツが特定される。なお、コンテンツ特定部151は、期待する成長を利用者に促すようなコンテンツの特定に際して、必要に応じて、専門家の知見を取り入れることができる。 For example, if the guardian expects the user to grow up to be kind to animals, the guardian sets "be kind to animals" as setting information. The content identification unit 151 identifies at least one content that the user is interested in, based on the interest information and the setting information “be kind to animals”. As a result, content that is expected to encourage the growth of animal-friendly behavior is identified more frequently than when "be kind to animals" is not set. Note that the content identification unit 151 can incorporate expert knowledge as necessary when identifying content that encourages the user to grow as expected.
 また、設定情報がコンテンツ特定部151による特定の結果に与える影響度合いは、任意に設定することができる。 Also, the degree of influence of the setting information on the result of identification by the content identification unit 151 can be arbitrarily set.
 図14は、設定情報記憶部154に記憶される情報の例を示す図である。設定情報記憶部154に記憶される情報は、例えば、利用者ID、保護者ID、設定情報を含む。設定情報は、例えば、タグ情報と同一の情報であってもよいし、タグ情報とは異なる情報であってもよい。また、複数の設定情報が設定情報記憶部154に記憶される場合には、設定情報記憶部154は、保護者の希望順に設定情報を記憶してもよい。 FIG. 14 is a diagram showing an example of information stored in the setting information storage unit 154. As shown in FIG. Information stored in the setting information storage unit 154 includes, for example, a user ID, a guardian ID, and setting information. The setting information may be, for example, the same information as the tag information, or may be information different from the tag information. Further, when a plurality of pieces of setting information are stored in the setting information storage unit 154, the setting information storage unit 154 may store the setting information in the order desired by the parent.
 コンテンツ提案情報提供部155は、コンテンツ提案情報記憶部152に記憶されるコンテンツ提案情報を利用者端末111に提供する。利用者は、利用者端末111を通じて、利用を希望するコンテンツを選択することで、対応するコンテンツを利用することができる。 The content proposal information providing unit 155 provides the user terminal 111 with content proposal information stored in the content proposal information storage unit 152 . The user can use the corresponding content by selecting the desired content through the user terminal 111 .
 コンテンツ提案情報提供部155は、コンテンツ提案情報記憶部152に記憶されるコンテンツ提案情報を全て表示してもよいし、一定の関心度情報を有するコンテンツ提案情報のみを表示してもよい。また、コンテンツ提案情報提供部155は、例えば、利用者の関心度が高いコンテンツ提案情報ほど大きいサイズで表示する等、関心度情報に対応して異なる方法によって表示することができる。 The content proposal information providing unit 155 may display all of the content proposal information stored in the content proposal information storage unit 152, or may display only content proposal information having a certain degree of interest information. In addition, the content proposal information providing unit 155 can display the content proposal information in a larger size according to the degree of interest information, for example, by displaying the content proposal information with a higher degree of interest of the user in a different manner.
 図15は、コンテンツ提案情報提供部155による利用者端末111への提供の例を示す図である。図15に示す画面は、コンテンツ提案情報を表示する領域1501を含む。図15に示す画面では、関心度情報の大きいコンテンツ提案情報ほど、大きいサイズで表示されている。 FIG. 15 is a diagram showing an example of provision to the user terminal 111 by the content proposal information provision unit 155. As shown in FIG. The screen shown in FIG. 15 includes an area 1501 for displaying content proposal information. On the screen shown in FIG. 15, content proposal information with higher interest level information is displayed in a larger size.
 なお、図15に示す画面では、コンテンツ提案情報に含まれるタグ情報が表示されているが、コンテンツ提案情報に含まれるコンテンツIDに対応するコンテンツのタイトルが表示されてもよい。 Although the tag information included in the content proposal information is displayed on the screen shown in FIG. 15, the title of the content corresponding to the content ID included in the content proposal information may be displayed.
 図16は、コンテンツ利用記録分析システム100による処理の例を示すシーケンスチャートである。 FIG. 16 is a sequence chart showing an example of processing by the content usage record analysis system 100. FIG.
 コンテンツ表示部126は、アカウント情報記憶部122に登録されている利用者による利用者端末111を通じた操作に基づいて、コンテンツ情報記憶部125に記憶されているコンテンツ情報を、利用者端末111に表示する(S1601)。利用記録情報取得部131及び感想情報取得部132は、利用者端末111から、それぞれ利用記録情報及び感想情報を取得する(S1602)。関心評価部141は、利用記録情報記憶部133に記憶されている利用記録情報に基づいて、関心情報を評価する(S1603)。 The content display unit 126 displays the content information stored in the content information storage unit 125 on the user terminal 111 based on the operation through the user terminal 111 by the user registered in the account information storage unit 122. (S1601). The usage record information acquisition unit 131 and the impression information acquisition unit 132 respectively acquire usage record information and impression information from the user terminal 111 (S1602). The interest evaluation unit 141 evaluates the interest information based on the usage record information stored in the usage record information storage unit 133 (S1603).
 行動提案情報生成部144は、関心情報記憶部142に記憶されている関心情報及び対応関係記憶部143に記憶されている対応関係情報に基づいて、行動提案情報を生成する(S1604)。利用関心情報提供部146は、利用記録情報記憶部133に記憶されている利用記録情報及び関心情報記憶部142に記憶されている関心情報を保護者端末112へ提供する(S1605)。行動提案情報提供部147は、行動提案情報記憶部145に記憶されている行動提案情報を保護者端末112へ提供する(S1606)。 The action proposal information generation unit 144 generates action proposal information based on the interest information stored in the interest information storage unit 142 and the correspondence information stored in the correspondence storage unit 143 (S1604). The use interest information providing unit 146 provides the use record information stored in the use record information storage unit 133 and the interest information stored in the interest information storage unit 142 to the guardian terminal 112 (S1605). The action suggestion information providing unit 147 provides the action suggestion information stored in the action suggestion information storage unit 145 to the guardian terminal 112 (S1606).
 コンテンツ特定部151は、利用記録情報記憶部133に記憶されている利用記録情報及び設定情報記憶部154に記憶されている設定情報に基づいて、利用者が関心を示すコンテンツを特定する(S1607)。コンテンツ提案情報提供部155は、コンテンツ提案情報記憶部152に記憶されているコンテンツ提案情報を利用者端末111へ提供する(S1608)。 The content specifying unit 151 specifies the content that the user is interested in based on the usage record information stored in the usage record information storage unit 133 and the setting information stored in the setting information storage unit 154 (S1607). . The content proposal information providing unit 155 provides the content proposal information stored in the content proposal information storage unit 152 to the user terminal 111 (S1608).
 以上、本発明の一実施形態について説明した。コンテンツ利用記録分析システム100は、利用者による利用者端末111を通じて取得する利用記録情報に基づいて関心情報を評価し、評価された関心情報に基づいて行動提案情報を生成し、生成された行動提案情報を保護者端末112に提供することができる。これにより、コンテンツを通じた利用者と保護者のコミュニケーションが促され、利用者の心が発達する。 An embodiment of the present invention has been described above. The content usage record analysis system 100 evaluates interest information based on usage record information acquired by the user through the user terminal 111, generates action proposal information based on the evaluated interest information, and generates action proposals. Information may be provided to parent terminal 112 . This promotes communication between the user and the guardian through the contents, and develops the mind of the user.
 また、コンテンツ利用記録分析システム100は、利用記録情報に基づいて、利用者が関心を示す少なくとも1つのコンテンツを特定し、特定されたコンテンツを提案するコンテンツ提案情報を利用者端末111に提供することができる。これにより、利用者は、利用者が関心を示すコンテンツの提案を効果的に受けることができ、利用者によるさらなるコンテンツ利用が促される。 Also, the content usage record analysis system 100 identifies at least one piece of content that the user is interested in based on the usage record information, and provides the user terminal 111 with content proposal information that proposes the identified content. can be done. As a result, the user can effectively receive proposals for content that the user is interested in, and the user is encouraged to further use the content.
 また、コンテンツ利用記録分析システム100は、行動に対応する時期に関する時期情報に基づいて、行動提案情報を生成することができる。これにより、保護者は、時期に適した行動の提案を受けることができ、また、利用者は、時期に適した行動を通じて、季節に対する感受性を高めることができる。 In addition, the content usage record analysis system 100 can generate action proposal information based on the time information regarding the time corresponding to the action. As a result, the guardian can receive a proposal of action suitable for the season, and the user can increase sensitivity to the season through the action suitable for the season.
 また、コンテンツ利用記録分析システム100は、保護者が保護者端末112を通じて設定する設定情報に基づいて、利用者に対し、コンテンツ提案情報を提供することができる。これにより、利用者は、保護者が利用者に利用させたいコンテンツの提案をより高頻度に受けることができる。 In addition, the content usage record analysis system 100 can provide content proposal information to the user based on setting information set by the parent through the parent terminal 112. As a result, the user can more frequently receive proposals for content that the parent wants the user to use.
 また、コンテンツ利用記録分析システム100は、利用者の性質に関する類型情報を取得して、利用記録情報及び類型情報に基づいて、関心情報を評価することができる。これにより、コンテンツ利用記録分析システム100は、利用者の関心を多面的に評価し、利用者の関心情報をより高精度に評価することができる。 In addition, the content usage record analysis system 100 can acquire type information about the user's character and evaluate interest information based on the usage record information and the type information. As a result, the content usage record analysis system 100 can evaluate the interest of the user from multiple perspectives and evaluate the interest information of the user with higher accuracy.
 また、コンテンツ利用記録分析システム100は、保護者端末112に、利用記録情報及び関心情報の少なくとも一方を提供することができる。これにより、保護者は、利用者によるコンテンツの利用状況を把握することができる。 In addition, the content usage record analysis system 100 can provide the parent terminal 112 with at least one of usage record information and interest information. This allows the parent/guardian to grasp the usage status of the content by the user.
 なお、本実施形態は、本発明の理解を容易にするためのものであり、本発明を限定して解釈するためのものではない。本発明は、その趣旨を逸脱することなく、変更/改良され得るととともに、本発明にはその等価物も含まれる。 It should be noted that this embodiment is for facilitating understanding of the present invention, and is not for limiting and interpreting the present invention. The present invention may be modified/improved without departing from its spirit, and the present invention also includes equivalents thereof.
100 コンテンツ利用記録分析システム、111 利用者端末、112 保護者端末、121 アカウント情報取得部、122 アカウント情報記憶部、123 類型情報取得部、124 類型情報記憶部、125 コンテンツ情報記憶部、126 コンテンツ表示部、131 利用記録情報取得部、132 感想情報取得部、133 利用記録情報記憶部、141 関心評価部、142 関心情報記憶部、143 対応関係記憶部、144 行動提案情報生成部、145 行動提案情報記憶部、146 利用関心情報提供部、147 行動提案情報提供部、151 コンテンツ特定部、152 コンテンツ提案情報記憶部、153 設定部、154 設定情報記憶部、155 コンテンツ提案情報提供部
 
100 content usage record analysis system 111 user terminal 112 parent terminal 121 account information acquisition unit 122 account information storage unit 123 type information acquisition unit 124 type information storage unit 125 content information storage unit 126 content display Unit 131 Usage record information acquisition unit 132 Impression information acquisition unit 133 Usage record information storage unit 141 Interest evaluation unit 142 Interest information storage unit 143 Correspondence storage unit 144 Action proposal information generation unit 145 Action proposal information Storage unit 146 Use interest information providing unit 147 Action proposal information providing unit 151 Contents specifying unit 152 Contents proposal information storage unit 153 Setting unit 154 Setting information storage unit 155 Contents proposal information providing unit

Claims (17)

  1.  利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得する利用記録情報取得部と、
     前記利用記録情報に基づいて、前記利用者の関心に関する関心情報を評価する関心評価部と、
     前記関心情報と、前記利用者の保護者が前記利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶する対応関係記憶部と、
     前記評価された前記関心情報及び前記対応関係情報に基づいて、前記行動の提案に関する行動提案情報を生成する行動提案情報生成部と、
     前記行動提案情報を前記保護者が利用する保護者端末に提供する行動提案情報提供部と、
     を備えるコンテンツ利用記録分析システム。
    a usage record information acquisition unit that acquires usage record information related to usage records of each of a plurality of contents that can be used by a user on a user terminal;
    an interest evaluation unit that evaluates interest information related to the interest of the user based on the usage record information;
    a correspondence relationship storage unit that stores correspondence relationship information indicating a correspondence relationship between the interest information and action information regarding actions performed by the guardian of the user for the user;
    an action proposal information generation unit that generates action proposal information related to the action proposal based on the evaluated interest information and the correspondence information;
    an action proposal information providing unit that provides the action proposal information to a parent terminal used by the parent;
    A content usage record analysis system comprising:
  2.  前記評価された前記関心情報に基づいて、前記利用者が関心を示す前記複数のコンテンツの少なくとも1つのコンテンツを特定するコンテンツ特定部と、
     前記特定された前記少なくとも1つのコンテンツの提案に関するコンテンツ提案情報を、前記利用者端末に提供するコンテンツ提案情報提供部と、
     をさらに備える請求項1に記載のコンテンツ利用記録分析システム。
    a content identification unit that identifies at least one of the plurality of contents that the user is interested in based on the evaluated interest information;
    a content proposal information providing unit that provides the user terminal with content proposal information relating to the identified at least one content proposal;
    The content usage record analysis system according to claim 1, further comprising:
  3.  前記利用記録情報は、前記複数のコンテンツそれぞれの内容に関するタグ情報を含み、
     前記関心評価部は、前記タグ情報に基づいて、前記利用者の関心を評価する、
     請求項1に記載のコンテンツ利用記録分析システム。
    the usage record information includes tag information relating to the content of each of the plurality of contents;
    The interest evaluation unit evaluates the user's interest based on the tag information.
    The content usage record analysis system according to claim 1.
  4.  前記行動情報は、前記行動に対応する時期に関する時期情報を含み、
     前記対応関係情報は、前記関心情報と、前記行動情報と、前記時期情報との対応関係を示し、
     前記行動提案情報生成部は、前記評価された前記関心情報及び前記対応関係情報に基づいて、前記行動提案情報を生成する、
     請求項1~3のいずれか一項に記載のコンテンツ利用記録分析システム。
    The action information includes time information regarding the time corresponding to the action,
    The correspondence information indicates a correspondence relationship among the interest information, the behavior information, and the timing information;
    The action proposal information generation unit generates the action proposal information based on the evaluated interest information and the correspondence information.
    A content usage record analysis system according to any one of claims 1 to 3.
  5.  前記保護者端末における操作に基づいて、前記コンテンツ特定部の設定に関する設定情報を受け付ける設定部をさらに備え、
     前記コンテンツ特定部は、前記評価された前記関心情報及び前記設定情報に基づいて、前記利用者が関心を示す前記複数のコンテンツの少なくとも1つのコンテンツを特定する、
     請求項2に記載のコンテンツ利用記録分析システム。
    Further comprising a setting unit that receives setting information related to setting of the content specifying unit based on an operation on the parent terminal,
    The content identification unit identifies at least one of the plurality of contents that the user is interested in, based on the evaluated interest information and the setting information.
    3. The content usage record analysis system according to claim 2.
  6.  前記行動情報は、前記保護者による前記利用者との会話内容に関する会話情報を含み、
     前記対応関係情報は、前記関心情報と前記会話情報との対応関係を示し、
     前記行動提案情報生成部は、前記評価された前記関心情報及び前記対応関係情報に基づいて、前記会話内容を提案する会話提案情報を生成する、
     請求項1~5のいずれか一項に記載のコンテンツ利用記録分析システム。
    The behavior information includes conversation information about conversation content with the user by the guardian,
    the correspondence information indicates a correspondence relationship between the interest information and the conversation information;
    The action proposal information generation unit generates conversation proposal information that proposes the conversation content based on the evaluated interest information and the correspondence relationship information.
    The content usage record analysis system according to any one of claims 1 to 5.
  7.  前記行動情報は、前記保護者による前記利用者との外出に関する外出情報を含み、
     前記対応関係情報は、前記関心情報と前記外出情報との対応関係を示し、
     前記行動提案情報生成部は、前記評価された前記関心情報及び前記対応関係情報に基づいて、前記外出を提案する外出提案情報を生成する、
     請求項1~5のいずれか一項に記載のコンテンツ利用記録分析システム。
    The action information includes outing information related to going out with the user by the guardian,
    The correspondence information indicates a correspondence relationship between the interest information and the outing information,
    The action proposal information generation unit generates outing proposal information for proposing going out based on the evaluated interest information and the correspondence information.
    A content usage record analysis system according to any one of claims 1 to 5.
  8.  前記行動情報は、前記保護者及び前記利用者が行う前記利用者向けの遊びに関する遊び情報を含み、
     前記対応関係情報は、前記関心情報と前記遊び情報との対応関係を示し、
     前記行動提案情報生成部は、前記評価された前記関心情報及び前記対応関係情報に基づいて、前記遊びの内容を提案する遊び提案情報を生成する、
     請求項1~5のいずれか一項に記載のコンテンツ利用記録分析システム。
    The behavior information includes play information about play for the user performed by the guardian and the user,
    the correspondence information indicates a correspondence relationship between the interest information and the play information;
    The action proposal information generation unit generates play proposal information that proposes the content of the play based on the evaluated interest information and the correspondence information.
    The content usage record analysis system according to any one of claims 1 to 5.
  9.  前記行動情報は、前記保護者による前記利用者向けの製品の購入に関する製品情報を含み、
     前記対応関係情報は、前記関心情報と前記製品情報との対応関係を示し、
     前記行動提案情報生成部は、前記評価された前記関心情報及び前記対応関係情報に基づいて、前記製品の購入を提案する製品提案情報を生成する、
     請求項1~5のいずれか一項に記載のコンテンツ利用記録分析システム。
    The behavior information includes product information related to purchase of products for the user by the guardian,
    the correspondence information indicates a correspondence relationship between the interest information and the product information;
    The action proposal information generation unit generates product proposal information for proposing purchase of the product based on the evaluated interest information and the correspondence information.
    The content usage record analysis system according to any one of claims 1 to 5.
  10.  前記利用者の性質に関する類型情報を取得する類型情報取得部をさらに備え、
     前記関心評価部は、前記利用記録情報及び前記類型情報に基づいて、前記利用者の関心に関する関心情報を評価する請求項1~9のいずれか一項に記載のコンテンツ利用記録分析システム。
    further comprising a type information acquisition unit that acquires type information related to the nature of the user;
    The content usage record analysis system according to any one of claims 1 to 9, wherein the interest evaluation unit evaluates interest information related to the user's interest based on the usage record information and the type information.
  11.  前記利用記録情報及び前記関心情報の少なくとも一方を前記保護者端末に提供する利用関心情報提供部をさらに備える、
     請求項1~10のいずれか一項に記載のコンテンツ利用記録分析システム。
    further comprising a usage interest information providing unit that provides at least one of the usage record information and the interest information to the parent terminal;
    A content usage record analysis system according to any one of claims 1 to 10.
  12.  前記利用記録情報は、前記利用者による前記複数のコンテンツそれぞれの利用時間に関する利用時間情報を含み、
     前記関心評価部は、前記利用時間情報に基づいて、前記関心情報を評価する、
     請求項1~11のいずれか一項に記載のコンテンツ利用記録分析システム。
    The usage record information includes usage time information regarding the usage time of each of the plurality of contents by the user,
    The interest evaluation unit evaluates the interest information based on the usage time information.
    A content usage record analysis system according to any one of claims 1 to 11.
  13.  前記利用記録情報は、前記利用者による前記複数のコンテンツそれぞれの断片ごとの利用時間に関する断片利用時間情報をさらに含み、
     前記関心評価部は、前記断片利用時間情報に基づいて、前記利用者の関心を評価する、
     請求項12に記載のコンテンツ利用記録分析システム。
    The usage record information further includes fragment usage time information relating to the usage time of each fragment of each of the plurality of contents by the user,
    The interest evaluation unit evaluates the user's interest based on the fragment usage time information.
    13. The content usage record analysis system according to claim 12.
  14.  前記利用記録情報は、前記利用者端末における前記利用者による前記複数のコンテンツそれぞれの利用中の操作に関する操作情報を含み、
     前記関心評価部は、前記操作情報に基づいて、前記関心情報を評価する、
     請求項1~11のいずれか一項に記載のコンテンツ利用記録分析システム。
    The usage record information includes operation information related to operations during use of each of the plurality of contents by the user on the user terminal,
    The interest evaluation unit evaluates the interest information based on the operation information.
    A content usage record analysis system according to any one of claims 1 to 11.
  15.  前記複数のコンテンツそれぞれに対する前記利用者の感想に関する感想情報を取得する感想情報取得部をさらに備え、
     前記利用記録情報は、前記感想情報を含み、
     前記関心評価部は、前記感想情報に基づいて、前記関心情報を評価する、
     請求項1~11のいずれか一項に記載のコンテンツ利用記録分析システム。
    further comprising an impression information acquisition unit that acquires impression information about the user's impression of each of the plurality of contents,
    The usage record information includes the impression information,
    The interest evaluation unit evaluates the interest information based on the impression information.
    A content usage record analysis system according to any one of claims 1 to 11.
  16.  コンピュータが、
     利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得し、
     前記利用記録情報に基づいて、前記利用者の関心に関する関心情報を評価し、
     前記関心情報と、前記利用者の保護者が前記利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶し、
     前記評価された前記関心情報及び前記対応関係情報に基づいて、前記行動の提案に関する行動提案情報を生成し、
     前記行動提案情報を前記保護者が利用する保護者端末に提供する、
     コンテンツ利用記録分析方法。
    the computer
    Acquire usage record information related to usage records for each of multiple content that the user can use on the user terminal,
    Evaluate interest information about the interest of the user based on the usage record information;
    storing correspondence relationship information indicating a correspondence relationship between the interest information and action information relating to actions taken by the user's guardian for the user;
    generating action suggestion information related to the action suggestion based on the evaluated interest information and the correspondence relationship information;
    providing the action suggestion information to a parent terminal used by the parent;
    Content usage record analysis method.
  17.  コンピュータに、
     利用者端末で利用者が利用可能な複数のコンテンツそれぞれの利用記録に関する利用記録情報を取得する利用記録情報取得部と、
     前記利用記録情報に基づいて、前記利用者の関心に関する関心情報を評価する関心評価部と、
     前記関心情報と、前記利用者の保護者が前記利用者のためにする行動に関する行動情報との対応関係を示す対応関係情報を記憶する対応関係記憶部と、
     前記評価された前記関心情報及び前記対応関係情報に基づいて、前記行動の提案に関する行動提案情報を生成する行動提案情報生成部と、
     前記行動提案情報を前記保護者が利用する保護者端末に提供する行動提案情報提供部と、
     を実現させるためのコンテンツ利用記録分析プログラム。
    to the computer,
    a usage record information acquisition unit that acquires usage record information related to usage records of each of a plurality of contents that can be used by a user on a user terminal;
    an interest evaluation unit that evaluates interest information related to the interest of the user based on the usage record information;
    a correspondence relationship storage unit that stores correspondence relationship information indicating a correspondence relationship between the interest information and action information regarding actions performed by the guardian of the user for the user;
    an action proposal information generation unit that generates action proposal information related to the action proposal based on the evaluated interest information and the correspondence information;
    an action proposal information providing unit that provides the action proposal information to a parent terminal used by the parent;
    A content usage record analysis program for realizing
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JP2020190772A (en) * 2019-05-17 2020-11-26 ユニ・チャーム株式会社 Provision device, provision method, provision program, and provision system

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JP2018097584A (en) * 2016-12-13 2018-06-21 株式会社Nttドコモ Information processing device
JP2020190772A (en) * 2019-05-17 2020-11-26 ユニ・チャーム株式会社 Provision device, provision method, provision program, and provision system

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