Data processing method, device, system and equipment
A data processing and data technology, applied in the field of data processing, can solve the problems of small amount of data, low risk identification accuracy, poor risk identification effect of risk identification model, etc.
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Embodiment 1
[0032] like Figure 1A and 1B As shown, the embodiments of this specification provide a data processing method, the execution subject of the method may be a server, and the server may be an independent server or a server cluster composed of multiple servers. The method may specifically include the following steps:
[0033] In S102, pseudo sample data is determined based on the feature information of the first sample data.
[0034] The first sample data may include real user data composed of service data generated when a user triggers the execution of a certain service and attribute data of the user. For example, the feature information of the first sample data may be the attribute data of the user. Information (such as information that can represent one or more attributes of the user), behavior information (such as transfer behavior, call behavior, etc. triggering the execution of a business data generated by a certain business), etc. Specifically, for example, the first samp...
Embodiment 2
[0052] The embodiments of this specification provide a data processing method. The execution body of the method may be a server, and the server may be an independent server or a server cluster composed of multiple servers. The method may specifically include the following steps:
[0053] There are many ways to determine pseudo sample data, such as figure 2 As shown, the pseudo sample data can be determined according to the following S202-S208.
[0054] In S202, a risk label of the first sample data is obtained, and a pseudo label is determined based on the risk label.
[0055] There may be various risk labels of the first sample data. For example, the risk labels of the first sample data may be 0 and 1 labels. That is, if the risk label of the first sample data is 0, it can indicate that the first sample data has a risk label of 0. A sample data is risk-free sample data. If the risk label of the first sample data is 1, it can indicate that the first sample data is risk samp...
Embodiment 3
[0081] like Figure 7A and Figure 7B As shown, the embodiments of this specification provide a data processing method, the execution subject of the method may be a target device, and the target device may be a server or a terminal device, wherein the server may be an independent server or a plurality of servers. A server cluster is formed, and the terminal device can be a personal computer or other mobile terminal device such as a mobile phone and a tablet computer. The method may specifically include the following steps:
[0082] In S702, the pseudo sample data sent by the server is received.
[0083] The pseudo sample data may be the feature information based on the first sample data sent by the server when it is determined that the pseudo sample data meets the preset risk identification requirements based on the risk identification accuracy rate of the trained first risk identification model. For the determined sample data, the trained first risk identification model can ...
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