Theme recommendation method and apparatus

    公开(公告)号:US11830033B2

    公开(公告)日:2023-11-28

    申请号:US16198704

    申请日:2018-11-21

    CPC classification number: G06Q30/0255 G06F16/285 G06Q30/0251 G06Q30/0631

    Abstract: The method includes: collecting historical operations of sample users for M items, and predicting a preference value of a target user for each of the M items according to historical operations of the sample users for each of the M items, collecting classification data of N to-be-recommended items, and classifying the N to-be-recommended items according to the classification data of the N to-be-recommended items, to obtain X themes, where each of the X themes includes at least one of the N to-be-recommended items, and the N to-be-recommended items are some or all of the M items; calculating a preference value of the target user for each of the X themes according to a preference value of the target user for a to-be-recommended item included in each of the X themes; and pushing a target theme to the target user.

    Theme recommendation method and apparatus

    公开(公告)号:US11734716B2

    公开(公告)日:2023-08-22

    申请号:US16198704

    申请日:2018-11-21

    CPC classification number: G06Q30/0255 G06F16/285 G06Q30/0251 G06Q30/0631

    Abstract: The method includes: collecting historical operations of sample users for M items, and predicting a preference value of a target user for each of the M items according to historical operations of the sample users for each of the M items, collecting classification data of N to-be-recommended items, and classifying the N to-be-recommended items according to the classification data of the N to-be-recommended items, to obtain X themes, where each of the X themes includes at least one of the N to-be-recommended items, and the N to-be-recommended items are some or all of the M items; calculating a preference value of the target user for each of the X themes according to a preference value of the target user for a to-be-recommended item included in each of the X themes; and pushing a target theme to the target user.

    Social Message Monitoring Method and Apparatus
    4.
    发明申请
    Social Message Monitoring Method and Apparatus 审中-公开
    社会信息监控方法与设备

    公开(公告)号:US20160248724A1

    公开(公告)日:2016-08-25

    申请号:US15147684

    申请日:2016-05-05

    Abstract: A social message monitoring method is implemented by receiving, from a social network server, a social message, and obtaining a theme probability vector of the social message, comparing the theme probability vector of the social message with a theme probability vector of each representative message to obtain a theme similarity, and acquiring a similarity between the social message and each representative message according to the theme similarity, and saving the social message in a message class that contains a representative message most similar to the social message, and outputting the message class to a social network client when a quantity of social messages in the message class reaches a first threshold or themes of social messages in the message class are consistent.

    Abstract translation: 通过从社交网络服务器接收社交消息并获得社交消息的主题概率向量,将社交消息的主题概率向量与每个代表消息的主题概率向量进行比较,实现社交消息监控方法 获得主题相似性,并且根据主题相似性获取社交消息和每个代表消息之间的相似度,并将社交消息保存在包含与社交消息最相似的代表消息的消息类中,并将消息类别输出到 当消息类中的社交消息的数量达到第一阈值或消息类中的社交消息的主题是一致的时,社交网络客户端。

    Route planning method and wearable device

    公开(公告)号:US10709934B2

    公开(公告)日:2020-07-14

    申请号:US16540401

    申请日:2019-08-14

    Abstract: A route planning method includes obtaining exercise capability information of a wearer and one or more candidate routes, where the candidate routes include attribute features that comprise historical exercise capability information, where the historical exercise capability information is information calculated according to a first preset rule and based on obtained exercise capability information of a plurality of users having exercised along the candidate routes; determining a target route based on the attribute features of the candidate routes and the exercise capability information of the wearer; and outputting the target route information.

    Social message monitoring method and apparatus

    公开(公告)号:US10250550B2

    公开(公告)日:2019-04-02

    申请号:US15147684

    申请日:2016-05-05

    Abstract: A social message monitoring method is implemented by receiving, from a social network server, a social message, and obtaining a theme probability vector of the social message, comparing the theme probability vector of the social message with a theme probability vector of each representative message to obtain a theme similarity, and acquiring a similarity between the social message and each representative message according to the theme similarity, and saving the social message in a message class that contains a representative message most similar to the social message, and outputting the message class to a social network client when a quantity of social messages in the message class reaches a first threshold or themes of social messages in the message class are consistent.

    User Verification Processing Method, User Equipment, and Server
    8.
    发明申请
    User Verification Processing Method, User Equipment, and Server 审中-公开
    用户验证处理方法,用户设备和服务器

    公开(公告)号:US20140115682A1

    公开(公告)日:2014-04-24

    申请号:US14145226

    申请日:2013-12-31

    Abstract: A user verification processing method, a user equipment, and a server, where the method includes: receiving from a server a notification message that includes an action verification code instruction; obtaining sensor data generated when a user performs an action corresponding to the action verification code instruction; and feeding back verification information to the server according to the sensor data. The user verification processing method, the user equipment, and the server provided in the embodiments of the present invention can increase difficulty of cracking a verification code and improve security of the verification code.

    Abstract translation: 一种用户验证处理方法,用户设备和服务器,其中所述方法包括:从服务器接收包括动作验证码指令的通知消息; 获取当用户执行与动作验证码指令相对应的动作时生成的传感器数据; 并根据传感器数据将验证信息反馈给服务器。 本发明实施例中提供的用户验证处理方法,用户设备和服务器可以增加打破验证码的难度,提高验证码的安全性。

    Data Processing Method and Apparatus

    公开(公告)号:US20230026322A1

    公开(公告)日:2023-01-26

    申请号:US17948392

    申请日:2022-09-20

    Abstract: A data processing method related to the field of artificial intelligence includes adding an architecture parameter to each feature interaction item in a first model, to obtain a second model, where the first model is a factorization machine (FM)-based model, and the architecture parameter represents importance of a corresponding feature interaction item; performing optimization on architecture parameters in the second model to obtain the optimized architecture parameters; and obtaining, based on the optimized architecture parameters and the first model or the second model, a third model through feature interaction item deletion.

    RECOMMENDATION MODEL TRAINING METHOD, SELECTION PROBABILITY PREDICTION METHOD, AND APPARATUS

    公开(公告)号:US20220198289A1

    公开(公告)日:2022-06-23

    申请号:US17691843

    申请日:2022-03-10

    Abstract: A recommendation model training method, a selection probability prediction method, and an apparatus are provided. The training method includes obtaining a training sample, where the training sample includes a sample user behavior log, position information of a sample recommended object, and a sample label. The training method further includes performing joint training on a position aware model and a recommendation model by the training sample, to obtain a trained recommendation model, where the position aware model predicts probabilities that a user pays attention to a target recommended object when the target recommended object is at different positions, and the recommendation model predicts, when the user pays attention to the target recommended object, a probability that the user selects the target recommended object.

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