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基于多属性决策及污点跟踪的大数据平台敏感信息泄露感知方法

沙乐天 肖甫 陈伟 孙晶 王汝传

通信学报2017,Vol.38Issue(7):56-69,14.
通信学报2017,Vol.38Issue(7):56-69,14.DOI:10.11959/j.issn.1000-436x.2017143

基于多属性决策及污点跟踪的大数据平台敏感信息泄露感知方法

Sensitive information leakage awareness method for big data platform based on multi-attributes decision-making and taint tracking

沙乐天 1肖甫 2陈伟 1孙晶 2王汝传1

作者信息

  • 1. 南京邮电大学计算机学院,江苏 南京210023
  • 2. 江苏省无线传感网高技术研究重点实验室,江苏南京210023
  • 折叠

摘要

Abstract

Based on multiple-attribute-decision-making and taint tracking,a sensitive-information leakage awareness me-thod was proposed, some relative known vulnerabilities in big data platform was analyzed, target database was extracted and extended, multiple attribute model was built combined with operation semantic, a grey-correlation-analysis and tech-nique for order preference by similarity to an ideal solution based sensitivity measurement was designed in combination of regular operation semantic for sensitive information. A prototype was built based on taint tracking, sensi-tive-information leakage vulnerabilities could be verified and discovered across big data platforms in this method. The experiment shows that verification for known bugs and discovery for unknown vulnerabilities can be accomplished based on leakage scenarios, which can be regarded as a support for protection in dynamic sensitive information data flow.

关键词

多属性决策/污点跟踪/大数据平台/敏感信息

Key words

multi-attributes decision making/taint tracking/big data platform/sensitive information

分类

信息技术与安全科学

引用本文复制引用

沙乐天,肖甫,陈伟,孙晶,王汝传..基于多属性决策及污点跟踪的大数据平台敏感信息泄露感知方法[J].通信学报,2017,38(7):56-69,14.

基金项目

国家自然科学基金资助项目(No.61373137) (No.61373137)

江苏省高校自然科学研究计划重大基金资助项目(No.14KJA520002) (No.14KJA520002)

江苏省自然科学基金资助项目(No.BK20161516) The National Natural Science Foundation of China (No. 61373137), Major Program for Natural Science Foundation of Jiangsu Higher Education Institutions (No.14KJA520002), The Nature Science Foundation of Jiangsu Province (No.BK20161516) (No.BK20161516)

通信学报

OA北大核心CSCDCSTPCD

1000-436X

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