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

来源：

COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, CSPS 2018, VOL III: SYSTEMS | 2020年 / 517卷

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

页码：1081 / 1088

页数：8

共 8 条

[1] Structural joins: A primitive for efficient XML query pattern matching [J].

Al-Khalifa, S ;

Jagadish, HV ;

Koudas, N ;

Patel, JM ;

Srivastava, D ;

Wu, YQ .

18TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2002, :141-152

[2]

[Anonymous], 1998, PROTECTING PRIVACY D

[3]

Bruno N., 2002, P 2002 ACM SIGMOD IN, P310

[4] Anonymizing Collections of Tree-Structured Data [J].

Gkountouna, Olga ;

Terrovitis, Manolis .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2015, 27 (08) :2034-2048

[5] δ-Dependency for privacy-preserving XML data publishing [J].

Landberg, Anders H. ;

Nguyen, Kinh ;

Pardede, Eric ;

Rahayu, J. Wenny .

JOURNAL OF BIOMEDICAL INFORMATICS, 2014, 50 :77-94

[6] k-anonymity:: A model for protecting privacy [J].

Sweeney, L .

INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2002, 10 (05) :557-570

[7] Privacy-preserving Anonymization of Set-valued Data [J].

Terrovitis, Manolis ;

Mamoulis, Nikos ;

Kalnis, Panos .

PROCEEDINGS OF THE VLDB ENDOWMENT, 2008, 1 (01) :115-125

[8]

[赵宁宁 Zhao Ningning], 2016, [微电子学与计算机, Microelectronics & Computer], V33, P69

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