Method and apparatus for determining fault type

    公开(公告)号:US11140021B2

    公开(公告)日:2021-10-05

    申请号:US16351033

    申请日:2019-03-12

    Abstract: This application discloses a method and an apparatus for determining a fault type. The method includes: performing online real-time calculation on operating data generated by each of a plurality of users within a preset period, to obtain an operating feature value corresponding to the operating data generated by each of the plurality of users within the preset period; receiving a fault classification request, where the fault classification request requests to determine a fault type of a fault that is caused for a target user before a target moment; and determining, according to the fault classification request, the fault type of the fault that is caused for the target user before the target moment based on a fault classification model and an operating feature value that is of the target user within at least one preset period.

    Network event prediction method and apparatus and method and apparatus for establishing network-event prediction model

    公开(公告)号:US11196638B2

    公开(公告)日:2021-12-07

    申请号:US15972512

    申请日:2018-05-07

    Inventor: Jianfeng Zhang

    Abstract: A method includes determining signaling sequence data of a user according to signaling plane data of the user, the signaling plane data of the user includes N pieces of signaling data and a timestamp of each of the N pieces of signaling data, and each of the N pieces of signaling data includes a signaling type, determining a first probability value of occurrence of a first network event according to the signaling sequence data of the user and a first supervised prediction model, determining a second probability value of occurrence of the first network event according to expert feature data of the user and a second supervised prediction model, the expert feature data of the user represents a value of at least one preset feature of the user, and determining a predicted occurrence probability of the first network event according to the first probability value and the second probability value.

    Network Event Prediction Method and Apparatus and Method and Apparatus for Establishing Network-Event Prediction Model

    公开(公告)号:US20180255470A1

    公开(公告)日:2018-09-06

    申请号:US15972512

    申请日:2018-05-07

    Inventor: Jianfeng Zhang

    CPC classification number: H04W24/04 H04L41/142 H04L41/147 H04W24/08

    Abstract: A method includes determining signaling sequence data of a user according to signaling plane data of the user, the signaling plane data of the user includes N pieces of signaling data and a timestamp of each of the N pieces of signaling data, and each of the N pieces of signaling data includes a signaling type, determining a first probability value of occurrence of a first network event according to the signaling sequence data of the user and a first supervised prediction model, determining a second probability value of occurrence of the first network event according to expert feature data of the user and a second supervised prediction model, the expert feature data of the user represents a value of at least one preset feature of the user, and determining a predicted occurrence probability of the first network event according to the first probability value and the second probability value.

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