Risk control model operation monitoring method and device, electronic equipment and storage medium

A technology of operation monitoring and models, applied in data processing applications, finance, instruments, etc., can solve the problems of automatic monitoring of risk control models, waste of human resources, etc., to achieve efficient monitoring work and reduce waste

Pending Publication Date: 2022-05-27
INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Embodiments of the present invention provide a method for monitoring the operation of a risk control model and its device, electronic equipment, and storage medi

Method used

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  • Risk control model operation monitoring method and device, electronic equipment and storage medium
  • Risk control model operation monitoring method and device, electronic equipment and storage medium
  • Risk control model operation monitoring method and device, electronic equipment and storage medium

Examples

Experimental program
Comparison scheme
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Example Embodiment

[0035] Example 1

[0036] According to an embodiment of the present invention, an embodiment of a method for monitoring the operation of a risk control model is provided. It should be noted that the steps shown in the flowchart of the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions, Also, although a logical order is shown in the flowcharts, in some cases, steps shown or described may be performed in an order different from that herein.

[0037] figure 1 It is a flowchart of an optional operation monitoring method of a risk control model according to an embodiment of the present invention, such as figure 1 As shown, the method includes the following steps:

[0038] Step S101, acquiring model information and model monitoring information of the target risk control model.

[0039] Step S102, based on the model information and the model monitoring information, the automatic configuration node is called, wherein the aut...

Example Embodiment

[0091] Embodiment 2

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Abstract

The invention discloses an operation monitoring method and device of a risk control model, electronic equipment and a storage medium, and relates to the field of artificial intelligence, and the monitoring method comprises the steps: obtaining model information and model monitoring information of a target risk control model, and calling an automatic configuration node based on the model information and the model monitoring information, and the automatic configuration node determines a model prediction result according to the feature processing code during model training and a prediction strategy of the target risk control model, adopts a preset monitoring thread to analyze a plurality of model prediction results of the target risk control model in a preset time period, and determines an index parameter of the target risk control model corresponding to each monitoring index. According to the invention, a technical problem of human resource waste caused by incapability of performing automatic monitoring on the risk control model in related technologies is solved.

Description

technical field [0001] The invention relates to the field of artificial intelligence, and in particular, to a method for monitoring the operation of a wind control model, a device thereof, an electronic device and a storage medium. Background technique [0002] Pre-loan risk control is an important link in the credit field. At present, offline model training is required before the online risk control model. In particular, each process in offline model training generally requires modelers to develop their own functions. Feature selection and feature conversion are performed first, and then modeling is performed. After the offline part is completed, the modeler still needs to release the model and put it into production. They still need to develop functions such as model monitoring indicators. [0003] In the related art, the risk control model training and post-launch monitoring are decentralized, and the model training requires users to assemble the training steps themselves...

Claims

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Application Information

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IPC IPC(8): G06Q40/02
CPCG06Q40/03
Inventor 贾小茹孙少杰
Owner INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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