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Risk information determination method, model training method, equipment and program product

A risk and model technology, applied in biological neural network models, character and pattern recognition, payment systems, etc., can solve problems such as the inability to accurately assess the risks of business activities, and achieve the effect of accurate risk assessment results

Pending Publication Date: 2021-12-07
BEIJING WODONG TIANJUN INFORMATION TECH CO LTD +1
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] This disclosure provides a risk information determination method, model training method, equipment, and program products to solve the problem that the risk of business activities cannot be accurately assessed in the prior art

Method used

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  • Risk information determination method, model training method, equipment and program product
  • Risk information determination method, model training method, equipment and program product
  • Risk information determination method, model training method, equipment and program product

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Embodiment Construction

[0053]At present, in order to deal with the black and gray industry of online shopping platforms, risk assessment technology is needed to effectively evaluate business activities to determine whether the business activities are easily exploited by the black and gray industry. Risk assessment technology conducts real-time risk assessment of marketing resources in all links of the entire link of business activities, so that a series of risk control measures such as resource offline or account blocking can be taken in a timely manner for medium and high-risk arbitrage behaviors. Risk assessment techniques are further divided into rule-based risk assessment methods and algorithm-based risk assessment methods.

[0054] Among them, the rule-based risk scoring method can be further divided according to the method of rule generation, which can be divided into rules based on expert experience and rules generated by using techniques such as feature importance mining; the division of rule...

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Abstract

The invention provides a risk information determination method, a model training method, equipment and a program product. The method comprises the steps of obtaining to-be-evaluated business data of a business activity; the to-be-evaluated business data comprise a plurality of data features, and each data feature corresponds to a feature domain; inputting the data features corresponding to the same feature domain into a coding network corresponding to the feature domain to obtain feature vectors corresponding to the feature domain; inputting feature vectors corresponding to the feature domain into an attention layer to obtain a total vector including a relationship between the feature vectors; inputting the total vector into a determination sub-module, and determining an expectation corresponding to the to-be-evaluated business data by using the determination sub-module; and determining risk information corresponding to the to-be-evaluated business data according to the expectation. According to the method provided by the invention, the data features belonging to the feature domain are processed through the coding network corresponding to the feature domain to obtain the feature vector of the feature domain, so that the feature vector of the service activity is accurately extracted, and the risk assessment result can be accurately obtained.

Description

technical field [0001] The present disclosure relates to artificial intelligence technology, and in particular to a risk information determination method, model training method, equipment, and program product. Background technique [0002] At present, online shopping platforms have become more and more mature, and each online shopping platform will also launch a variety of preferential activities to promote the transaction volume of commodities. With the increase of preferential activities, the black and gray industry based on online shopping platforms has been born. Some users reserve a large number of online shopping platform accounts, and use these accounts to participate in preferential activities and carry out arbitrage. [0003] In order to deal with the black and gray industry of the online shopping platform, the risk assessment technology exists in the existing technology, and it is an effective means to prevent the black and gray industry by conducting risk assessm...

Claims

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Application Information

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IPC IPC(8): G06Q20/40G06N3/04G06K9/62
CPCG06Q20/4016G06N3/045G06F18/214
Inventor 石亚庆林元晟柳婷王晓勤罗尚勇
Owner BEIJING WODONG TIANJUN INFORMATION TECH CO LTD
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