Privacy Preservation of Semi-structured Data Based on XML

被引:0
|
作者
Shi, Cheng [1 ]
Yang, Mingda [2 ]
Ning, Bo [1 ]
机构
[1] Dalian Maritime Univ, Dalian 116026, Peoples R China
[2] Cornell Univ, Ithaca, NY 14850 USA
基金
中国国家自然科学基金;
关键词
Privacy preservation; Semi-structured data; X-k(m)-anonymity; XML;
D O I
10.1007/978-981-13-6508-9_131
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the information age, people's various behavioral data are collected in large quantities. The sharing of information makes it convenient for some scientific investigations, but there is a leakage of personal privacy at the same time. The current research on privacy preservation is mostly based on relational tables or social network graphs. This paper focuses on semi-structured data, which is often ignored in privacy preservation. We propose a new privacy guarantee called X-km-anonymity and propose a bottom-up heuristic algorithm that provides protection by satisfying X-km-anonymity. We verified the feasibility of the algorithm through a reliable utility analysis method on the simulation data.
引用
收藏
页码:1081 / 1088
页数:8
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