Intelligent auditing decision tree generation method of 4A management platform

A management platform and decision tree technology, applied in computing, data processing applications, electrical and digital data processing, etc., can solve problems such as poor actual results, large workload, and poor portability, and reduce security risks and reduce The effect of workload

Inactive Publication Date: 2009-01-14
CHINA MOBILE QUANTONG SYST INTEGRATION CO LTD
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AI Technical Summary

Problems solved by technology

[0010] The audit object of the unified security audit subsystem of the 4A management platform is syslog, snmp, snmp trap, ftp, webservice, ODBC/JDBC and other logs from authentication, authorization, network audit and comprehensive platform, and its data volume can reach at least 5000 per second Items - 7000 items. For the processing of such massive data, most software products currently implement complex audit policy sets through customization and manually enter the system for application. This not only requires a lot of work, but also the actual effect is not good: sequential traversal The performance of the policy set is unacceptable for the audit system used to process massive data, the complex audit logic structure is messy, the versatility is poor, and the portability is poor, etc.
[0012] (1) The generation

Method used

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  • Intelligent auditing decision tree generation method of 4A management platform
  • Intelligent auditing decision tree generation method of 4A management platform
  • Intelligent auditing decision tree generation method of 4A management platform

Examples

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Embodiment Construction

[0041] Combine now figure 1 , 2 An example to illustrate this method:

[0042] First, import user audit data into the data preprocessing sub-module in the machine learning module through the audit policy configuration module. In the data preprocessing sub-module, different business data are fused and attribute generalized, simulated training set and other data After preprocessing, a piece of data for machine learning with a class label is output to form a training set. Part of the data in the training set is sent to the audit decision tree generation sub-module, and the other part of the data is directly entered into the database; the system configurator can according to The characteristics of the data itself go to the method library to select a suitable decision tree generation algorithm for data mining, and output the audit decision tree to the audit strategy application module for audit application.

[0043] The audit policy sent to the audit application module is directl...

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Abstract

The invention relates to an intelligent audit decision tree generation method in a 4A management platform. The technical points of the method are that according to audit material that is input by a user, an audit decision tree is generated automatically by a machine learning module and sent to an audit strategy application module for the 4A management platform to carry out practical audit application; the 4A stands for unified account management, unified authentication management, unified authorization management and unified security audit. The method has the advantages that: an audit strategy is generated automatically; rule entering is not required; the strategy has high traversing performance by being stored in a tree structure; algorithms have a plurality of choices; and man-made strategy modification is supported.

Description

technical field [0001] The invention relates to a method for generating an intelligent audit decision tree in a 4A management platform, which is applicable to the telecommunications industry and the unified security audit in the 4A management platform (4A is unified user account management, unified authentication management, unified authorization management, and unified security audit). . Background technique [0002] With the development of business networks of major telecom operators, the number of internal users continues to increase, the scale of the network expands rapidly, and security issues continue to appear. However, each business network system maintains a set of user information data, manages the accounts and passwords in the system, and audits the operator's operation behavior in the system in the form of logs in isolation, which is far from meeting the needs of its own business development. International business needs. [0003] The proposal of the 4A solutio...

Claims

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Application Information

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IPC IPC(8): G06Q10/00G06Q50/00G06F17/30
Inventor 贾殿承乔辉武海斌卢建辉庞咏智韶清郭林江王东孟立文陈峰杨光彤狄宏
Owner CHINA MOBILE QUANTONG SYST INTEGRATION CO LTD
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