Differentially Private Recommendation System Based on Community Detection in Social Network Applications
Joint Authors
Yin, Guisheng
Cai, Zhipeng
He, Zaobo
Li, Gesu
Siddula, Madhuri
Source
Security and Communication Networks
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-18, 18 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-10-03
Country of Publication
Egypt
No. of Pages
18
Main Subjects
Information Technology and Computer Science
Abstract EN
The recommender system is mainly used in the e-commerce platform.
With the development of the Internet, social networks and e-commerce networks have broken each other’s boundaries.
Users also post information about their favorite movies or books on social networks.
With the enhancement of people’s privacy awareness, the personal information of many users released publicly is limited.
In the absence of items rating and knowing some user information, we propose a novel recommendation method.
This method provides a list of recommendations for target attributes based on community detection and known user attributes and links.
Considering the recommendation list and published user information that may be exploited by the attacker to infer other sensitive information of users and threaten users’ privacy, we propose the CDAI (Infer Attributes based on Community Detection) method, which finds a balance between utility and privacy and provides users with safer recommendations.
American Psychological Association (APA)
Li, Gesu& Cai, Zhipeng& Yin, Guisheng& He, Zaobo& Siddula, Madhuri. 2018. Differentially Private Recommendation System Based on Community Detection in Social Network Applications. Security and Communication Networks،Vol. 2018, no. 2018, pp.1-18.
https://search.emarefa.net/detail/BIM-1214068
Modern Language Association (MLA)
Li, Gesu…[et al.]. Differentially Private Recommendation System Based on Community Detection in Social Network Applications. Security and Communication Networks No. 2018 (2018), pp.1-18.
https://search.emarefa.net/detail/BIM-1214068
American Medical Association (AMA)
Li, Gesu& Cai, Zhipeng& Yin, Guisheng& He, Zaobo& Siddula, Madhuri. Differentially Private Recommendation System Based on Community Detection in Social Network Applications. Security and Communication Networks. 2018. Vol. 2018, no. 2018, pp.1-18.
https://search.emarefa.net/detail/BIM-1214068
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214068