Privacy preserving social network data publication

JH Abawajy, MIH Ninggal… - … communications surveys & …, 2016 - ieeexplore.ieee.org
The introduction of online social networks (OSN) has transformed the way people connect
and interact with each other as well as share information. OSN have led to a tremendous …

Privacy-preserving big data analytics a comprehensive survey

HY Tran, J Hu - Journal of Parallel and Distributed Computing, 2019 - Elsevier
In this paper, we present a comprehensive survey of privacy-preserving big data analytics.
We introduce well-designed taxonomies which offer both systematic views and a detailed …

Social network analysis and mining for business applications

F Bonchi, C Castillo, A Gionis, A Jaimes - ACM Transactions on …, 2011 - dl.acm.org
Social network analysis has gained significant attention in recent years, largely due to the
success of online social networking and media-sharing sites, and the consequent …

Anonymization of centralized and distributed social networks by sequential clustering

T Tassa, DJ Cohen - IEEE Transactions on Knowledge and …, 2011 - ieeexplore.ieee.org
We study the problem of privacy-preservation in social networks. We consider the distributed
setting in which the network data is split between several data holders. The goal is to arrive …

Injecting uncertainty in graphs for identity obfuscation

P Boldi, F Bonchi, A Gionis, T Tassa - arXiv preprint arXiv:1208.4145, 2012 - arxiv.org
Data collected nowadays by social-networking applications create fascinating opportunities
for building novel services, as well as expanding our understanding about social structures …

KDVEM: ak-degree anonymity with vertex and edge modification algorithm

T Ma, Y Zhang, J Cao, J Shen, M Tang, Y Tian… - Computing, 2015 - Springer
Privacy is one of the most important issues in social social network data sharing. Structure
anonymization is a effective method to protect user from being reidentfied through graph …

Sosyal medya kullanıcılarının kişilik özellikleri, kullanım ve motivasyonlarının sosyal medya reklamlarına yönelik genel tutumları üzerindeki rolü: Facebook üzerine bir …

A Başer - 2014 - acikbilim.yok.gov.tr
Bu tez bireylerin farklı kişilik özellikleri, motivasyonları ve kullanım durumları arasındaki olası
ilişkileri anlamak ve her birinin reklama yönelik genel tutum üzerindeki etkisini ortaya …

Identity obfuscation in graphs through the information theoretic lens

F Bonchi, A Gionis, T Tassa - Information Sciences, 2014 - Elsevier
Analyzing the structure of social networks is of interest in a wide range of disciplines.
Unfortunately, sharing social-network datasets is often restrained by privacy considerations …

Privacy and efficiency guaranteed social subgraph matching

K Huang, H Hu, S Zhou, J Guan, Q Ye, X Zhou - The VLDB Journal, 2022 - Springer
Due to the increasing cost of data storage and computation, more and more graphs (eg, web
graphs, social networks) are outsourced and analyzed in the cloud. However, there is …

Fast identity anonymization on graphs

X Lu, Y Song, S Bressan - … , DEXA 2012, Vienna, Austria, September 3-6 …, 2012 - Springer
Liu and Terzi proposed the notion of k-degree anonymity to address the problem of identity
anonymization in graphs. A graph is k-degree anonymous if and only if each of its vertices …