Impact of Neighbors on the Privacy of Individuals in Online Social Networks

被引:10
作者
Bioglio, Livio [1 ]
Pensa, Ruggero G. [1 ]
机构
[1] Univ Turin, Dept Comp Sci, Turin, Italy
来源
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE (ICCS 2017) | 2017年 / 108卷
关键词
complex networks; modeling; information diffusion; privacy;
D O I
10.1016/j.procs.2017.05.030
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The problem of user privacy enforcement in online social networks (OSN) cannot be ignored and, in recent years, Facebook and other providers have improved considerably their privacy protection tools. However, in OSN's the most powerful data protection "weapons" are the users themselves. The behavior of an individual acting in an OSN highly depends on her level of privacy attitude: an aware user tends not to share her private information, or the private information of her friends, while an unaware user could not recognize some information as private, and could share it without care to her contacts. In this paper, we experimentally study the role of the attitude on privacy of an individual and her friends on information propagation in social networks. We model information diffusion by means of an extension of the Susceptible Infectious -Recovered (SIR) epidemic model that takes into account the privacy attitude of users. We employ this diffusion model in stochastic simulations on a synthetic social network, designed for miming the characteristics of the Facebook social graph. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:28 / 37
页数:10
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