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E-bank account fraudulent conduct and risk detecting method and system

A technology for electronic banking and risk detection, applied in payment systems, payment system structures, instruments, etc., can solve problems such as lack of detailed descriptions in the rule generation process, inability to adapt, pressure on system processing capabilities, etc., to improve data processing efficiency, The effect of reducing the detection false positive rate

Inactive Publication Date: 2015-09-02
INST OF INFORMATION ENG CAS
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  • Summary
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, there is no detailed description of the key rule generation process in the entire system, resulting in the lack of strong support for the subsequent generation of risk scores and the process of risk assessment based on risk thresholds
Moreover, as mentioned above, the rule-based detection method is no longer able to adapt to the reality faced by the current e-bank: firstly, this method cannot identify new risks; secondly, when the number of rules is too large, the analysis and detection process will affect the system Processing power brings obvious pressure

Method used

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Embodiment Construction

[0032] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the present invention will be described in detail below in conjunction with the accompanying drawings.

[0033] 1. figure 1 It is a flow chart of the electronic bank account fraud and risk detection method of the present invention. Such as figure 1 As shown, the method includes:

[0034] 1) S101, data collection and preprocessing, collect the data stored in the business system into the distributed data storage platform in real time or in batches, such as using Storm and HDFS, and use parallel computing methods, such as MapReduce, to session and account as a unit to organize the data;

[0035] 2) S102, model construction, extracting overall indicators and individual indicators from the sorted historical sample data, and using statistical methods to divide indicator feature intervals based on data distribution, and setting a risk score value for each fe...

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Abstract

The invention discloses an E-bank account fraudulent conduct and risk detecting method and system. The method includes model construction and risk analysis. A mainstream big data processing platform is utilized for extracting an overall index and individual indexes from original data and analyzing the indexes. Risk evaluation models for different accounts are constructed and dynamic adjustment and update of the models are performed according to newly input data. When a to-be-detected-account is being evaluated, corresponding indexes of the account are extracted and risk grades of the indexes are subjected to weighing accumulation, so that the risk evaluation value of the account is obtained. Further, the to-be-evaluated account is graded based on a risk grade model obtained through analysis of distribution of all history risk evaluation values. Finally, accounts with comparatively high risk grades are obtained. According to the invention, by utilizing a method combining the overall index with the individual indexes, features are found in data and different features are employed for different accounts. Therefore, fraudulent conduct detection error rate is reduced. At the same time, data processing efficiency is improved.

Description

technical field [0001] The present invention relates to the field of electronic commerce, and more specifically, to a method and system for detecting fraudulent behavior and risks of electronic bank accounts. Background technique [0002] Electronic banking is an extension of the traditional counter business of banks, which can make banking business no longer restricted by business location and business hours, and provide people with the financial services they need at any time. While it brings convenience, it also faces many security risks, especially as fraud cases continue to increase, it will bring huge losses to banks and their users. At present, in order to better prevent the occurrence of e-bank fraud, the method of generating rules based on expert systems is mainly used to detect fraud. However, the rule-based method usually brings problems such as rule update lag, high false positive rate, and low matching efficiency. , so that the interests of banks and users cann...

Claims

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Application Information

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IPC IPC(8): G06Q20/40G06Q40/02
CPCG06Q20/4016G06Q40/02
Inventor 宋晨史淼王远徐震
Owner INST OF INFORMATION ENG CAS
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