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SNI: Supervised Anonymization Technique to Publish Social Networks Having Multiple Sensitive Labels
Joint Authors
Nematbakkhsh, Naser
Karimi Rizi, A.
Naderi Dehkordi, M.
Source
Security and Communication Networks
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-23, 23 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-11-06
Country of Publication
Egypt
No. of Pages
23
Main Subjects
Information Technology and Computer Science
Abstract EN
In social networks, preserving privacy and preserving correlation among sensitive labels are a matter of trade-off.
This paper presents a supervised anonymization technique, SNI (social network immunization), to publish social networks having multiple sensitive labels with correlation.
SNI publishes all sensitive labels without distorting them.
It publishes sensitive labels along with innovative labels named “partial sensitive labels” in an immune graph and multiple supplementary trees.
These graph and trees, by itself or with the combination of other objects, supply correlation among sensitive labels for membership analysis.
We present a framework along with an algorithm for extracting the immune graph and supplementary trees.
These graph and trees minimize the membership error rate for membership analysis.
The practical evaluation of the cancer code label of individuals also indicates the effectiveness of the SNI method.
American Psychological Association (APA)
Karimi Rizi, A.& Naderi Dehkordi, M.& Nematbakkhsh, Naser. 2019. SNI: Supervised Anonymization Technique to Publish Social Networks Having Multiple Sensitive Labels. Security and Communication Networks،Vol. 2019, no. 2019, pp.1-23.
https://search.emarefa.net/detail/BIM-1210585
Modern Language Association (MLA)
Karimi Rizi, A.…[et al.]. SNI: Supervised Anonymization Technique to Publish Social Networks Having Multiple Sensitive Labels. Security and Communication Networks No. 2019 (2019), pp.1-23.
https://search.emarefa.net/detail/BIM-1210585
American Medical Association (AMA)
Karimi Rizi, A.& Naderi Dehkordi, M.& Nematbakkhsh, Naser. SNI: Supervised Anonymization Technique to Publish Social Networks Having Multiple Sensitive Labels. Security and Communication Networks. 2019. Vol. 2019, no. 2019, pp.1-23.
https://search.emarefa.net/detail/BIM-1210585
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1210585