JP7138291B2 - Betting advice providing device, betting advice providing system, betting advice providing method and betting advice providing program - Google Patents

Description

The present disclosure relates to a betting advice providing device, a betting advice providing system, a betting advice providing method, and a betting advice providing program that provide advice information on betting for users.

Horse racing, bicycle racing, boat racing, and auto racing are examples of publicly managed sports held by public institutions where gambling is permitted. In these public competitions, there are prediction sellers who sell predictions. Also proposed is a system in which a prospective seller sells prospective information via a network. For example, Patent Literature 1 discloses an open market system that mediates forecast trading. This system calculates performance data such as hit rate, collection rate, collection amount, sales amount, etc., which is the "result" of the prediction of the prediction seller (seller), and combines it with the prediction information of the prediction seller. provided to the person (buyer). Such a system tends to encourage gambling by recommending betting targets that the user is likely to bet on based on the user's preferences.

Under such circumstances, there are cases in which gambling becomes a habit, causing economic problems for the person who gambles and his/her family, and cases in which gambling addiction develops. Such cases have become a social problem in countries where gambling is popular.

On the other hand, for example, Patent Literature 2 discloses a method of judging the degree of risk of a player's gambling addiction in a pachinko, pachislot, or other game hall. The method described in Patent Document 2 requires member authentication in order to play a game at a game arcade, records information on the date and time the player played the game and the value of the capital invested for the game, and calculates the ratio between the invested capital and the recovered capital. A warning threshold is determined based on the average value and distribution of the differences, and a warning is issued when the player during play exceeds this threshold. This makes it possible to suppress inclination to gambling addiction.

JP 2011-043916 A JP 2017-191406 A

By the way, since the psychological state of a user who gambles is often different from the normal state of mind, it is possible to determine such a state by acquiring and analyzing biological information. The method described in Patent Document 2 gives a warning based on information about winning or losing in gambling. can sometimes have the opposite effect.

Therefore, in the present disclosure, a betting advice providing apparatus, a betting advice providing system, a betting advice providing method, and a betting advice providing apparatus for obtaining user's biometric information and providing advice information based on betting (betting) information and/or biometric information. Describe the program.

A betting advice providing device according to one aspect of the present disclosure is a betting advice providing device that provides advice information on betting for a user, receives betting information for a betting service from a terminal device used by the user, and stores the betting information. Machine learning is performed based on a betting information reception unit, a biological information reception unit that receives user's biological information from a terminal device and stores the biological information, and the stored betting information and biological information of the user and/or other users. , a learning unit that generates model information linked to a state obtained as a result of betting, and the user's most recent betting information and/or biological information may become a state obtained as a result of the most recent betting based on the model information. and an advice information providing unit that determines whether or not it is equal to or greater than a threshold, and provides advice information to the user when it is determined that it is equal to or greater than the threshold.

A betting advice providing system according to one aspect of the present disclosure is a betting advice providing system comprising: one or more terminal devices that accept betting from users; and a server device that provides advice information on user betting. The device includes a viewing information receiving unit that receives and provides viewing information related to the betting service, a betting information input unit that receives input of betting information for the betting service from the user and transmits the betting information to the server device, and biometric information of the user. a biometric information transmitting unit that acquires and transmits the information to the server device, the server device receiving the betting information from the terminal device and storing the betting information; a betting information receiving unit that receives the biometric information from the terminal device; Based on a biometric information reception unit that stores biometric information, and the stored betting information and biometric information of the user and/or other users, machine learning is performed to generate model information linked to the state obtained as a result of betting. Based on the model information, it is determined whether the possibility of the user's most recent betting information and/or biometric information being in the state obtained as a result of the most recent betting is equal to or greater than a threshold, and is determined to be equal to or greater than the threshold. and an advice information providing unit for providing advice information to the user.

A betting advice providing method according to one aspect of the present disclosure is a betting advice providing method for providing advice information on user's betting, in which betting information on a betting service is received from a terminal device used by a user, which is performed by a betting information receiving unit. a betting information receiving step of storing betting information; a biological information receiving step of receiving the user's biological information from the terminal device and storing the biological information, performed by the biological information receiving unit; Based on the model information linked to the state obtained as a result of the betting information and/or biometric information, it is determined whether the possibility of being in the state obtained as a result of the latest betting is above the threshold, and if it is above the threshold If determined, machine learning is performed based on the advice information providing step of providing advice information to the user, and the stored betting information and biometric information of the user and/or other users performed by the learning unit, and a model and a learning step for generating information.

Further, a betting advice providing program according to one aspect of the present disclosure is a betting advice providing program that provides advice information on betting by a user, receives betting information on a betting service from a terminal device used by the user, and sends the betting information. a betting information receiving step for storing; a biometric information receiving step for receiving biometric information of a user from a terminal device and storing the biometric information; An advice information provision step of determining whether the possibility of a state obtained as a result of the most recent betting is equal to or greater than a threshold based on the model information based on the model information, and providing advice information to the user if it is determined to be equal to or greater than the threshold. and a learning step of performing machine learning and generating model information based on the stored betting information and biometric information of the user and/or other users.

According to the present disclosure, a betting information accepting unit that accepts betting information from a user and a biometric information accepting unit that accepts biometric information of the user are provided, and machine learning is performed based on the betting information and/or biometric information. Since the advice information is provided to the user immediately, it is possible to provide advice suitable for the user's state of mind. This can prevent the occurrence of financial problems and gambling addiction.

1 is a functional block configuration diagram showing a betting advice providing system according to an embodiment of the present disclosure; FIG. 2 is a functional block configuration diagram showing the VR goggle terminal 200 of FIG. 1. FIG. 3 is a perspective view showing the appearance of the VR goggle terminal 200 of FIG. 2. FIG. 2 is a functional block configuration diagram showing a user terminal 300 of FIG. 1; FIG. 2 is a flow chart showing the operation of the betting advice providing apparatus 100 of FIG. 1; FIG. 2 is a schematic diagram showing a storage example of a bet DB 121 of FIG. 1; FIG. 4 is a screen display diagram showing an example of advice information displayed on a display unit 220 of FIG. 3. FIG. 4 is a screen display diagram showing another example of advice information displayed on the display unit 220 of FIG. 3. FIG. 1 is a functional block configuration diagram showing a betting advice providing system according to an embodiment of the present disclosure; FIG. FIG. 10 is a functional block configuration diagram showing the wearable terminal 400 of FIG. 9; FIG. 11 is a plan view showing the appearance of wearable terminal 400 in FIG. 10. FIG. 7 is a functional block configuration diagram showing a computer 700 according to an embodiment of the present disclosure; FIG.

Hereinafter, embodiments of the present disclosure will be described with reference to the drawings. It should be noted that the embodiments described below do not unduly limit the content of the present disclosure described in the claims. Also, not all the components shown in the embodiments are essential components of the present disclosure.

(Embodiment 1)
<Configuration>
FIG. 1 is a functional block configuration diagram showing a betting advice providing system 1 according to Embodiment 1 of the present disclosure. This betting advice providing system 1 is a system that accepts bets from users and provides betting services in fields such as online casinos and sports betting in which bets are made by predicting the development of sports competitions. The betting advice providing system 1 according to the present embodiment is a system for providing advice information such as the possibility of loss to a betting user based on betting information and/or biometric information.

The betting advice providing system 1 includes a betting advice providing device (server device) 100, a VR goggle terminal (wearable viewing terminal, terminal device) 200, a user terminal (terminal device) 300, and a network NW. The betting advice providing device 100, the VR goggle terminal 200, and the user terminal 300 are interconnected via a network NW. The network NW is a communication network for communication, and non-limiting examples include the Internet, an intranet, a LAN (Local Area Network), a WAN (Wide Area Network), a wireless LAN (WLAN), a wireless WAN ( Wireless WAN (WWAN), virtual private network (VPN) and other communication networks.

The betting advice providing device 100 provides the VR goggle terminal 200 with viewing information of games, sports competitions, etc. in a casino, which is the target of betting, and also receives the user's biometric information and receives betting input from the user terminal 300. , a device that provides advice information to the VR goggle terminal 200 in a predetermined case such as a risk of loss based on betting information and/or biometric information, and provides various web services as an example and not as a limitation. It consists of computers (desktops, laptops, tablets, etc.) and devices including server devices. Note that the server device is not limited to a server device that operates alone, and may be a distributed server system that operates cooperatively by communicating via a network NW.

The VR goggle terminal 200 is a device that displays a virtual world and provides viewing information to a user wearing goggles in order to reflect the movement of a real human being in the virtual world, and is a device that allows a so-called virtual reality to be experienced. . In addition, the VR goggles terminal 200 incorporates a device such as a sensor that acquires biological information of the user wearing the device, for example, but not limited to, brain waves of the user.

The user terminal 300 is a device that accepts a betting input by a user, and is configured by a smartphone, a mobile terminal, a computer (desktop, laptop, tablet, etc.), etc., as examples without limitation. In this user terminal 300, an application for receiving the service provided by the betting advice providing system 1 is installed, or a URL or the like for accessing the betting advice providing device 100 is set, and tapping or double-clicking the URL or the like is performed. By starting, the service is started and betting is accepted.

The betting advice providing device 100 includes a communication section 110 , a storage section 120 and a control section 130 .

The communication unit 110 is a communication interface for performing wired or wireless communication with the VR goggle terminal 200 and the user terminal 300 via the network NW. Also good. The communication unit 110 performs communication using a communication protocol such as TCP/IP (Transmission Control Protocol/Internet Protocol) as an example and not a limitation.

The storage unit 120 stores programs, input data, and the like for executing various control processes and functions in the control unit 130. Examples of the storage unit 120 include, but are not limited to, RAM (Random Access Memory) and ROM (Read Only). Memory), etc., and storage including HDD (Hard Disk Drive), SSD (Solid State Drive), flash memory, and the like. The storage unit 120 also stores a bet DB 121, a biometric information DB 122, and a learning model DB 123. FIG. Furthermore, the storage unit 120 temporarily stores data when communication is performed between the VR goggle terminal 200 and the user terminal 300 and data generated in each process described later.

In the bet DB 121, history information of betting by each user is stored for each user. Specifically, the betting history information can be, for example, the target of betting (for example, the game on _____ for an online casino, or the game between XX team and XX team on _____ for a sports competition) , in the case of a race such as a horse race, the date and time of betting, the betting amount, and winning/losing information. These pieces of information are stored in association with the user, but if the user's personal information cannot be specified, they may be stored in association with a device ID or the like that identifies the VR goggle terminal 200 or the user terminal 300 .

The biometric information DB 122 stores biometric information of the user acquired by the VR goggle terminal 200 . In this embodiment, biometric information is information about the user's electroencephalogram, but is not limited to this, and may be information about the user's body temperature, blood pressure, pulse (including heart rate), or an image of the user's body or face. and video information. These pieces of information are stored in association with the user, but similar to the bed DB 121, if the user's personal information cannot be specified, they are stored in association with the device ID or the like that identifies the VR goggle terminal 200 or the user terminal 300. May be.

The learning model DB 123 stores model information associated with a state obtained as a result of betting, which is generated by machine learning by the learning unit 134, which will be described later. The state obtained as a result of betting is, for example and not limitation, a state in which the user generates a loss of a certain amount or more within a predetermined period of time, or a state in which the user becomes addicted to gambling, but is limited to this. However, if there is no advice from the advice information providing unit 135, which will be described later, the system may be able to avoid the loss that the system estimated that the user suffered.

The control unit 130 controls the overall operation of the betting advice providing device 100 by executing a program stored in the storage unit 120, and is not limited to a CPU (Central Processing Unit), an MPU, or the like. (Micro Processing Unit), GPU (Graphics Processing Unit), Microprocessor, Processor core, Multiprocessor, ASIC (Application-Specific Integrated Circuit), FPGA (Field Programmable Gate Array), etc. consists of a device containing Functions of the control unit 130 include a viewing information providing unit 131 , a betting information receiving unit 132 , a biological information receiving unit 133 , a learning unit 134 and an advice information providing unit 135 . The viewing information providing unit 131, the betting information receiving unit 132, the biological information receiving unit 133, the learning unit 134, and the advice information providing unit 135 are activated by a program stored in the storage unit 120, and the betting advice providing device 100 is executed.

The viewing information providing unit 131 provides viewing information (in the case of the above-mentioned example, live broadcast of a game at a casino or a match of a sports competition) related to a target of a betting service (for example, an online casino, a sports competition, or a race such as a horse race). relays, relays of races such as horse racing) are provided as video information. At this time, video information corresponding to virtual reality is provided so that this viewing information can be viewed on the VR goggle terminal 200 .

It should be noted that the provision of the viewing information may be provided by another company, in which case the viewing information providing unit 131 may not be provided.

The betting information accepting unit 132 receives the betting information accepted by the user terminal 300 via the communication unit 110 and stores it in the bet DB 121 . This information is used for settlement of the corresponding betting service, and is information subject to machine learning by the learning unit 134, which will be described later.

The biometric information reception unit 133 receives the biometric information of the user acquired by the VR goggle terminal 200 via the communication unit 110 and stores it in the biometric information DB 122 . This information is information to be machine-learned by the learning unit 134, which will be described later.

The learning unit 134 performs machine learning based on the betting history information stored in the betting DB 121 and the biometric information stored in the biometric information DB 122, and obtains model information linked to a predetermined state obtained as a result of betting. Generate. Specifically, as a non-limiting example, machine learning is performed based on the user's past betting history information, the user's biometric information at that time, and in the present embodiment, the user's electroencephalogram information. As a result of the betting, a case in which the user incurs a loss of a certain amount or more within a predetermined period of time is used as training data and generated as model information. In this case, for example, the betting history information for which machine learning is performed is a series of betting information including multiple times of betting information on the same day and multiple times of betting information within several hours. This is because it is a model case for determining that there is a high probability that a certain amount of loss or more will occur within a predetermined period of time as a result of betting multiple times on the same day.

The teacher data at this time is not limited to the user's own betting history information and biometric information, and other users' betting history information and biometric information may be used as teacher data. In this case, in order to obtain information of another user, information may be obtained only when consent is obtained from the other user.

As another example, machine learning is performed from past betting history information of another user who has developed a gambling addiction and the biometric information of the other user at that time (information on the electroencephalogram of the other user). As a result of the betting, the other user became addicted to gambling, so this case is used as teacher data and generated as model information. In this case, for example, the betting history information for which machine learning is performed is, for example, betting information for several months to several years. This is because there are individual differences in cases of gambling addiction, and it is difficult to generate model information for discriminating a high probability of gambling addiction based only on betting history information for several days.

In this way, the betting history information and biometric information for which machine learning is performed may differ in period and range depending on the model information to be generated. This is because it is necessary to generate model information that reflects the actual situation.

In addition, since machine learning by the learning unit 134 handles personal betting history information, a sufficient amount of information for machine learning may not be obtained. Therefore, sparse modeling, which is an information extraction technique that utilizes the sparsity of information, may be applied to complement fragmentary information. This makes it possible to extract feature amounts from a small amount of information.

Based on the model information generated by the learning unit 134, the advice information providing unit 135 uses the user's recent betting information, for example, the betting information of multiple times within the same day or within several hours, and the user's biometric information at that time. A determination is made as to whether the resulting probability of being in a given state is greater than or equal to a threshold. A predetermined state obtained as a result of betting means, as described above, a state in which the user generates a loss of a certain amount or more within a predetermined period of time, or a state in which the user becomes addicted to gambling. Advisory information is provided to the user when it is determined that this possibility is greater than or equal to a predetermined threshold.

Specifically, for example, the model information generated by the learning unit 134 indicates that the betting results are continuously in a losing state, and accordingly, the time intervals for betting actions are shortened, and changes in brain waves are observed. , resulting in a predetermined loss. If the user starts a new bet, loses several times in a row, the time interval between betting actions similar to the model information is shortened, and changes in brain waves are observed, advice information is provided. The unit 135 determines that there is a high possibility that losses will accumulate and a predetermined loss will occur. Then, the advice information providing unit 135 provides the user with advice information, such as information such as "There is a risk of a loss of XX yen!".

Further, for example, the model information generated by the learning unit 134 is betting for a long period of time, the period interval is gradually shortened, and the betting amount is increased, and as a result, the user becomes addicted to gambling. It is assumed that the patient has been diagnosed with the disease. If another user has been betting for a long period of time, and the interval between bets has gradually shortened, and the betting amount has also increased, the advice information providing unit 135 determines that the user has a gambling addiction. It is determined that there is a high possibility of becoming Then, the advice information providing unit 135 provides the user with advice information, such as information such as "You may have a gambling addiction!".

FIG. 2 is a functional block configuration diagram showing the VR goggle terminal 200 of FIG. 3 is a perspective view showing the appearance of the VR goggle terminal 200 of FIG. The VR goggles terminal 200 is a device capable of experiencing virtual reality as described above, and the main unit 201 shown in FIG. A display unit 220 provided inside the unit 201 displays video information corresponding to virtual reality. The VR goggles terminal 200 includes a communication unit 210, a display unit 220, a position information detection unit 230, a biological information detection unit 240, a storage unit 250, and a control unit 260, as shown in FIG.

The communication unit 210 is a communication interface for performing wired or wireless communication with the betting advice providing apparatus 100 via the network NW, and any communication protocol may be used as long as mutual communication can be performed. The communication unit 210 performs communication using a communication protocol such as TCP/IP as an example and not a limitation.

The display unit 220 is a user interface used for displaying video information corresponding to virtual reality, and is configured by a liquid crystal display or the like as an example and not a limitation. Since the display unit 220 displays video information corresponding to virtual reality, it is configured to be able to provide video information similar to the viewing angle of humans. Also, a stereoscopic lens is provided so that the viewing information displayed on the display unit 220 can be stereoscopically viewed by human eyes.

The position information detection unit 230 is a device for detecting the orientation and movement of the user's head so that when the user moves his/her body, the viewing video displayed on the display unit 220 moves in accordance with the movement. be. The position information detection unit 230 is configured by a gyro sensor, an acceleration sensor, or the like as an example, not limitation.

The biometric information detection unit 240 is a device that acquires biometric information of the user, and is configured by an electroencephalogram sensor that acquires electroencephalogram information of the user as an example and not a limitation. For example, as shown in FIG. 3, the biometric information detection unit 240 is arranged on the inner surface of the main body unit 201 or the like so as to come into contact with the user's head when the user wears the VR goggle terminal 200. there is

The storage unit 250 stores programs, input data, and the like for executing various control processes and functions in the control unit 260. Examples of the storage unit 250 include, but are not limited to, memories including RAM and ROM, HDD, It consists of storage including SSD, flash memory, and the like. The storage unit 250 also temporarily stores data communicated with the betting advice providing apparatus 100 and data generated in each process described later.

The control unit 260 controls the overall operation of the VR goggle terminal 200 by executing a program stored in the storage unit 250, and non-limiting examples include a CPU, MPU, GPU, microprocessor, and the like. It consists of a device including As functions of the control unit 260 , a viewing information display unit (viewing information receiving unit) 261 and a biological information acquiring unit (biological information transmitting unit) 262 are provided. The viewing information display unit 261 and the biological information acquisition unit 262 are activated by a program stored in the storage unit 250 and executed in the VR goggle terminal 200 .

The viewing information display unit 261 causes the viewing information provided from the viewing information providing unit 131 of the betting advice providing apparatus 100 and received via the communication unit 210 to be displayed on the display unit 220 .

The biometric information acquisition unit 262 receives the biometric information of the user acquired from the biometric information detection unit 240 , specifically, brain wave information, and transmits the biometric information to the betting advice providing apparatus 100 via the communication unit 210 .

FIG. 4 is a functional block configuration diagram showing the user terminal 300 of FIG. The user terminal 300 includes a communication section 310 , a display operation section 320 , a storage section 330 and a control section 340 .

The communication unit 310 is a communication interface for performing wired or wireless communication with the betting advice providing apparatus 100 via the network NW, and any communication protocol may be used as long as mutual communication can be performed. The communication unit 310 performs communication using a communication protocol such as TCP/IP as an example and not a limitation.

The display operation unit 320 is an interface used by the user to input betting information and display information, and is configured by a touch panel or the like as an example and not a limitation.

The storage unit 330 stores programs, input data, and the like for executing various control processes and functions in the control unit 340. Examples include, but are not limited to, memories including RAM, ROM, etc., HDD, It consists of storage including SSD, flash memory, and the like. The storage unit 330 also temporarily stores data communicated with the betting advice providing apparatus 100 and data generated in each process described later.

The control unit 340 controls the overall operation of the user terminal 300 by executing a program stored in the storage unit 330, and for example, without limitation, a CPU, MPU, GPU, microprocessor, etc. consists of a device containing A betting information input unit 341 is provided as a function of the control unit 340 . The betting information input unit 341 is activated by a program stored in the storage unit 330 and executed in the user terminal 300 .

The betting information input unit 341 receives input of betting information from the user regarding the target of the betting service (for example, online casinos, sports competitions, and races such as horse racing), and transmits the input to the betting advice providing apparatus 100 .

<Process flow>
A process flow of an example of a betting advice providing method executed by the betting advice providing device 100 of the betting advice providing system 1 will be described with reference to FIG. FIG. 5 is a flow chart showing the operation of the betting advice providing apparatus 100 of FIG.

As the process of step S101, the user performs a predetermined authentication operation on the user terminal 300 and logs in to the betting advice providing apparatus 100. Therefore, the viewing information providing unit 131 of the betting advice providing apparatus 100 selects the betting service target for this user. Such viewing information is provided as video information.

As the process of step S102, the user inputs the betting information with the user terminal 300, so the input betting information is received via the communication unit 110. FIG. In the betting advice providing device 100 , betting information is received by the betting information receiving unit 132 .

As the process of step S103, the betting information receiving unit 132 stores the betting information received in step S102 in the bet DB 121. FIG.

FIG. 6 is a schematic diagram showing a storage example of the bet DB 121 of FIG. The bet DB 121 includes betting information associated with the device ID shown in FIG. 6 and corresponding to the column names of the bet DB 121 shown in FIG.

The device ID is identification information that identifies the VR goggle terminal 200 and the user terminal 300 . As described above, the bet DB 121 that stores betting information may be stored in association with user information, in which case user identification information that identifies the user is stored. The betting information stores the date and time of the betting, the betting amount, and the winning/losing information as the betting result.

As the process of step S104, when the user wears the VR goggle terminal 200 and views the viewing information related to the target of the betting service, the biometric information acquisition unit 262 of the VR goggle terminal 200 acquires the biometric information of the user and provides betting advice. It is transmitted to the providing device 100 . In the betting advice providing apparatus 100 , the biometric information of the user is received via the communication unit 110 and accepted by the biometric information accepting unit 133 .

As the process of step S105, the biometric information receiving unit 133 stores the biometric information received in step S104 in the biometric information DB 122. FIG.

As the process of step S106, the advice information providing unit 135, based on past betting history information and model information generated by the learning unit 134 based on biometric information, provides a It is determined whether or not the possibility that the betting information of a plurality of times and the user's biometric information at that time will be in a predetermined state obtained as a result of the betting is equal to or higher than a threshold. If it is determined that it is equal to or greater than the threshold, the process of step S107 is performed, and if it is determined that it is not equal to or greater than the threshold, the process of step S108 is performed.

As the process of step S107, the advice information providing unit 135 provides predetermined advice information to the user.

FIG. 7 is a screen display diagram showing an example of advice information displayed on the display unit 220 of FIG. As shown in FIG. 7, predetermined advice information for the user in step S107 is displayed within the user's field of view on the display unit 220 of the VR goggle terminal 200, for example, in the message display unit 221 below the display unit 220. be. This advice information may be highlighted by blinking, or may be displayed by scrolling the message display section 221 from right to left. Also, at this time, the fact that the message is being displayed may also be notified through voice output, which is a function of the VR goggle terminal 200 . FIG. 7 shows an example of model information when it is determined that the possibility of occurrence of a predetermined loss is high.

FIG. 8 is a screen display diagram showing another example of advice information displayed on the display unit 220 of FIG. As in FIG. 7, the message display section 221 of the display section 220 displays an example of the model information when it is determined that there is a high possibility of developing a gambling addiction.

As the process of step S108, the learning unit 134 performs machine learning based on the betting history information newly stored in the bet DB 121 and the biometric information stored in the biometric information DB 122. Model information linked to the state is generated. The betting history information used at this time includes the betting target stored in the betting DB 121, the betting interval, the number of betting times, the betting duration calculated from the betting date and time, the betting time period, the betting amount, and winning/losing information.

Further, the betting history information to be machine-learned may include the intensity of pressing the operation screen when operating the user terminal 300 . The intensity information can be obtained by providing the user terminal 300 with a pressure sensor or the like.

In this way, the advice information providing unit 135 provides predetermined advice information based on the model information generated by the learning unit 134 and is based on the biological information that reflects the user's mental state, and thus the user's mental state at that time is calculated. We can provide advice that is appropriate to your situation.

<effect>
As described above, in the betting advice providing device, the betting advice providing system, and the betting advice providing method according to the present embodiment, the learning unit performs machine learning based on betting history information and biometric information, and obtains betting results. Model information linked to a predetermined state is generated, and the advice information providing unit determines whether the possibility of the predetermined state being reached is equal to or greater than a threshold. provided. Therefore, since predetermined advice information is provided by biological information that reflects the psychological state of the user, it is possible to provide advice suitable for the user's mental state at that time. This makes it possible to suppress the occurrence of financial problems and gambling addiction.

In addition, since biometric information is acquired by the biometric information acquisition unit provided in the VR goggle terminal and used as a target for machine learning, users can bet without being aware that their own biometric information has been acquired. can do Therefore, non-arbitrary acquisition of biometric information is possible.

(Embodiment 2)
FIG. 9 is a functional block configuration diagram showing a betting advice providing system 1A according to Embodiment 2 of the present disclosure. This betting advice providing system 1A is similar to the betting advice providing system 1 according to Embodiment 1 in that it is a system that accepts betting from users and provides betting services. It differs from the betting advice providing system 1 according to the first embodiment in that it has Other configurations and processing flows are the same as in the first embodiment.

In this embodiment, in addition to the biometric information acquired by the biometric information acquisition unit 262 of the VR goggle terminal 200 in Embodiment 1, or in addition to the biometric information acquired by the biometric information acquisition unit 262, the wearable terminal 400 It also acquires biometric information from a person and uses it as a target for machine learning. This is because it becomes possible to generate more accurate model information by increasing the types of biometric information. In this embodiment, only the biometric information acquired from the wearable terminal 400 may be used as the target of machine learning. can be

The wearable terminal 400 is a device that is worn on the user's body to obtain the user's biometric information, and is configured by a wristwatch-type wearable terminal or the like as an example and not a limitation. This wearable terminal 400 is interlocked with, for example, the user terminal 300, and by activating a betting service application on the user terminal 300, biometric information is acquired.

FIG. 10 is a functional block configuration diagram showing wearable terminal 400 in FIG. 11 is a plan view showing the appearance of wearable terminal 400 in FIG. Wearable terminal 400 is a wristwatch-type wearable terminal, and is worn by bringing main body 401 shown in FIG. The wearable terminal 400 includes a communication unit 410, a display operation unit 420, a biological information detection unit 430, a storage unit 440, and a control unit 450, as shown in FIG.

The communication unit 410 is a communication interface for performing wired or wireless communication with the betting advice providing device 100 and the user terminal 300 via the network NW, and uses any communication protocol as long as mutual communication can be executed. can be The communication unit 410 performs communication using a communication protocol such as TCP/IP as an example and not a limitation.

The display operation unit 420 is an interface used by the user to input various kinds of operation information and display information, and is configured by a touch panel or the like as an example and not limitation. The display operation section 420 is arranged on the surface side of the main body section 401 as shown in FIG.

The biometric information detection unit 430 is a device that acquires the biometric information of the user, and is configured by a biometric information acquisition sensor that acquires information on the user's body temperature, blood pressure, and pulse as an example and not a limitation. For example, as shown in FIG. 11, the biometric information detection section 430 is arranged on the back side of the main body section 401 .

The storage unit 440 stores programs, input data, and the like for executing various control processes and functions in the control unit 450. Examples include, but are not limited to, memories including RAM, ROM, etc., HDD, It consists of storage including SSD, flash memory, and the like. The storage unit 440 also temporarily stores data communicated with the betting advice providing apparatus 100 and the user terminal 300, and data generated in each process described later.

The control unit 450 controls the overall operation of the wearable terminal 400 by executing a program stored in the storage unit 440, and as a non-limiting example, a CPU, MPU, GPU, microprocessor, etc. consists of a device containing A biological information acquisition unit 451 is provided as a function of the control unit 450 . The biological information acquisition unit 451 is activated by a program stored in the storage unit 440 and executed in the wearable terminal 400 .

The biological information acquisition unit 451 receives the user's biological information acquired from the biological information detection unit 430 , specifically information on body temperature, blood pressure, and pulse, and transmits the information to the betting advice providing apparatus 100 via the communication unit 410 .

The biometric information receiving unit 133 of the betting advice providing apparatus 100 according to the present embodiment receives the user's biometric information acquired by the VR goggle terminal 200 and the user's biometric information acquired by the wearable terminal 400 via the communication unit 110. Received and stored in the biometric information DB 122 .

The learning unit 134 of the betting advice providing device 100 according to the present embodiment performs machine learning based on the user's body temperature, blood pressure, and pulse information as biometric information stored in the biometric information DB 122, and generates model information. . By performing machine learning from more types of biometric information, it becomes possible to generate more accurate model information.

According to the present embodiment, in addition to the effects of the first embodiment, different types of biometric information are acquired from the wearable terminal, machine learning is performed, and model information is generated. As a result, more accurate model information can be generated by performing machine learning from more types of biometric information.

(Embodiment 3 (program))
FIG. 12 is a functional block diagram showing an example of the configuration of a computer (electronic calculator) 700. As shown in FIG. A computer 700 includes a CPU 701 , a main memory device 702 , an auxiliary memory device 703 and an interface 704 .

Here, in order to realize each function constituting the viewing information providing unit 131, the betting information receiving unit 132, the biometric information receiving unit 133, the learning unit 134, and the advice information providing unit 135 according to the first and second embodiments, The details of the control program (betting advice providing program) will be described. These functional blocks are implemented in computer 700 . The operations of these components are stored in the auxiliary storage device 703 in the form of programs. The CPU 701 reads out the program from the auxiliary storage device 703, develops it in the main storage device 702, and executes the above processing according to the program. Also, the CPU 701 secures a storage area corresponding to the above-described storage unit in the main storage device 702 according to the program.

Specifically, in the computer 700, the computer 700 receives betting information for a betting service from the terminal device used by the user and stores the betting information; A biometric information receiving step of storing biometric information, and the possibility that the user's most recent betting information and/or biometric information will be in a state obtained as a result of the most recent betting based on model information linked to a state obtained as a result of betting. an advice information providing step of providing advice information to the user if it is determined to be equal to or greater than the threshold; and stored betting information and biometric information of the user and/or other users. is a control program that implements a learning step of performing machine learning and generating model information based on the computer.

Note that the auxiliary storage device 703 is an example of a non-temporary tangible medium. Other examples of non-transitory tangible media include magnetic disks, magneto-optical disks, CD-ROMs, DVD-ROMs, semiconductor memories, etc. that are connected via interface 704 . Further, when this program is distributed to the computer 700 via a network, the computer 700 receiving the distribution may develop the program in the main storage device 702 and execute the above process.

Also, the program may be for realizing part of the functions described above. Further, the program may be a so-called difference file (difference program) that implements the above-described functions in combination with another program already stored in the auxiliary storage device 703 .

Although the disclosed embodiments have been described above, they can be implemented in various other forms, and can be implemented with various omissions, substitutions, and modifications. These embodiments, modifications, omissions, substitutions and modifications are included within the technical scope of the claims and their equivalents.

1, 1A betting advice providing system, 100 betting advice providing device (server device), 110 communication unit, 120 storage unit, 121 bet DB, 122 biological information DB, 123 learning model DB, 130 control unit, 131 viewing information providing unit, 132 betting information reception unit 133 biological information reception unit 134 learning unit 135 advice information provision unit 200 VR goggle terminal (wearable viewing terminal, terminal device) 210 communication unit 220 display unit 230 position information detection unit 240 biological information detection unit, 250 storage unit, 260 control unit, 261 viewing information display unit, 262 biological information acquisition unit, 300 user terminal (terminal device), 310 communication unit, 320 display operation unit, 330 storage unit, 340 control unit, 341 betting information input unit 400 wearable terminal 410 communication unit 420 display operation unit 430 biological information detection unit 440 storage unit 450 control unit 451 biological information acquisition unit NW network

Claims (14)

A betting advice providing device for providing advice information on user's betting,
for the betting service from the terminal device used by the userContains information indicating betting results and betting time intervalsa betting information receiving unit that receives betting information and stores the betting information;
of the user from the terminal deviceContains EEG informationa biometric information receiving unit that receives biometric information and stores the biometric information;
a learning unit that performs machine learning based on the stored betting information and biometric information of the user and/or other users and generates model information linked to a state obtained as a result of betting;
said userBeforebetting information andbeforeThe stored biometric information is based on the model information,Saidan advice information providing unit that determines whether the possibility of being in a state obtained as a result of betting is equal to or greater than a threshold, and provides advice information to the user when it is determined to be equal to or greater than the threshold;e,
The advice information providing unit determines, as a state obtained as a result of the betting, whether the possibility of the user being in a state of causing a loss of a certain amount or more within a predetermined time period is equal to or greater than a threshold;
In the determination, based on the betting result, the betting time interval, and the detection result of the biometric information, there is a possibility that the user will cause a loss of a certain amount or more within a predetermined time based on the model information. determine that it is greater than or equal to the threshold, A betting advice providing device. The terminal device comprises a wearable viewing terminal worn on the user's body and a user terminal used by the user,
The wearable viewing terminal receives and provides viewing information related to the betting service,
the betting information receiving unit receives the betting information for the betting service input by the user from the user terminal;
2. The betting advice providing apparatus according to claim 1, wherein said biometric information receiving unit receives said biometric information of said user, which said wearable viewing terminal acquires from said user's body, from said wearable viewing terminal. The wearable viewing terminal is a VR goggles terminal,
The VR goggle terminal receives and provides viewing information related to the betting service as virtual reality,
3. The betting advice providing apparatus according to claim 2, wherein said biometric information receiving unit acquires said biometric information including brain wave information of said user from said VR goggle terminal. The terminal device comprises a viewing terminal used by the user, a user terminal used by the user, and a wearable terminal worn on the user's body,
the viewing terminal receives and provides viewing information related to the betting service;
the betting information receiving unit receives the betting information for the betting service input by the user from the user terminal;
2. The betting advice providing apparatus according to claim 1, wherein said biometric information receiving unit receives said biometric information of said user, which said wearable terminal acquires from said user's body, from said wearable terminal. 5. The betting advice providing apparatus according to claim 4, wherein said biological information receiving unit further acquires said biological information including at least one of information on body temperature, blood pressure and pulse of said user from said wearable terminal. 6. Any one of claims 2 to 5, wherein the biometric information receiving unit further acquires the biometric information including hand pressure when the user operates the betting information receiving unit from the user terminal. a betting advice providing device as described in paragraph 1. The model information is a model for determining whether the probability that the user will generate a loss of a certain amount or more within a predetermined time is a threshold or more,
7. The teaching data in the machine learning is the betting information and the biometric information when the user caused a loss of a certain amount or more in the past within a predetermined period of time. 2. The betting advice providing device according to item 1. In addition to the betting information and the biometric information when the user caused a loss of a certain amount or more in the past within a predetermined period of time, the training data in the machine learning includes 8. The betting advice providing apparatus according to claim 7, wherein said betting information and said biometric information when a loss of a certain amount or more is caused in said betting advice. The model information is a model for determining whether the probability of the user becoming addicted to gambling is greater than or equal to a threshold,
7. The teaching data in the machine learning according to any one of claims 1 to 6, wherein the betting information and the biometric information of another user who became a gambling addict within a predetermined period in the past. betting advice providing device. The learning unit selects, as the betting information of the user, at least one of information on a betting target, a betting time interval, a betting time period, a betting frequency, a betting amount, and a betting duration. 10. The betting advice providing device according to any one of claims 1 to 9, wherein the machine learning is performed based on information including one. The betting advice providing device according to any one of claims 1 to 10, wherein the learning unit performs the machine learning using sparse modeling. A betting advice providing system comprising: one or more terminal devices that accept betting from users; and a server device that provides advice information on betting by the users,
The terminal device
a viewing information receiving unit that receives and provides viewing information related to a betting service;
from said user to said betting service;Contains information indicating betting results and betting time intervalsa betting information input unit that receives input of betting information and transmits it to the server device;
of said userContains EEG informationa biometric information transmission unit that acquires biometric information and transmits it to the server device,
The server device
a betting information receiving unit that receives the betting information from the terminal device and stores the betting information;
a biometric information reception unit that receives the biometric information from the terminal device and stores the biometric information;
a learning unit that performs machine learning based on the stored betting information and biometric information of the user and/or other users and generates model information linked to a state obtained as a result of betting;
said userBeforebetting information andbeforeThe stored biometric information is based on the model information,Saidan advice information providing unit that determines whether the possibility of being in a state obtained as a result of betting is equal to or greater than a threshold, and provides advice information to the user when it is determined to be equal to or greater than the threshold;e,
The advice information providing unit determines, as a state obtained as a result of the betting, whether the possibility of the user being in a state of causing a loss of a certain amount or more within a predetermined time period is equal to or greater than a threshold;
In the determination, based on the betting result, the betting time interval, and the detection result of the biometric information, there is a possibility that the user will cause a loss of a certain amount or more within a predetermined time based on the model information. determine that it is greater than or equal to the threshold, Betting advice delivery system. A betting advice providing method for providing user betting advice information, comprising:
A betting service received from a terminal device used by the user, performed by the betting information receiving unitContains information indicating betting results and betting time intervalsa betting information receiving step of receiving betting information and storing the betting information;
of the user from the terminal device, performed by the biometric information reception unitContains EEG informationa biometric information receiving step of receiving biometric information and storing the biometric information;
Said user performed by the advice information providing unitBeforebetting information andbeforeBiometric information is based on model information linked to the state obtained as a result of betting,Saidan advice information providing step of determining whether the possibility of being in a state obtained as a result of betting is equal to or greater than a threshold, and providing advice information to the user when it is determined to be equal to or greater than the threshold;
a learning step of performing machine learning to generate the model information, performed by a learning unit, based on the stored betting information and the biometric information of the user and/or other users;e,
The advice information providing unit determines, as a state obtained as a result of the betting, whether the possibility of the user being in a state of causing a loss of a certain amount or more within a predetermined time period is equal to or greater than a threshold;
In the determination, based on the betting result, the betting time interval, and the detection result of the biometric information, there is a possibility that the user will cause a loss of a certain amount or more within a predetermined time based on the model information. determine that it is greater than or equal to the threshold, How to provide betting advice. A betting advice providing program for providing advice information on user's betting,
for the betting service from the terminal device used by the userContains information indicating betting results and betting time intervalsa betting information receiving step of receiving betting information and storing the betting information;
of the user from the terminal deviceContains EEG informationa biometric information receiving step of receiving biometric information and storing the biometric information;
said userBeforebetting information andbeforeBiometric information is based on model information linked to the state obtained as a result of betting,Saidan advice information providing step of determining whether the possibility of being in a state obtained as a result of betting is equal to or greater than a threshold, and providing advice information to the user when it is determined to be equal to or greater than the threshold;
a learning step of performing machine learning to generate the model information based on the stored betting information and the biometric information of the user and/or other users;height,
in the advice information providing step, as a state obtained as a result of the betting, it is determined whether the possibility that the user will be in a state of causing a loss of a certain amount or more within a predetermined time period is equal to or greater than a threshold;
In the determination, based on the betting result, the betting time interval, and the detection result of the biometric information, there is a possibility that the user will cause a loss of a certain amount or more within a predetermined time based on the model information. determine that it is greater than or equal to the threshold, Betting Advice Program.

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