Privacy-Preserving Community-Aware Trending Topic Detection in Online Social Media

被引：5
|
作者：
Georgiou, Theodore [1 ]
El Abbadi, Amr [1 ]
Yan, Xifeng [1 ]
机构：
[1] Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
来源：
DATA AND APPLICATIONS SECURITY AND PRIVACY XXXI, DBSEC 2017 | 2017年 / 10359卷
关键词：
K-ANONYMITY; GRAPHS;
D O I：
10.1007/978-3-319-61176-1_11
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Trending Topic Detection has been one of the most popular methods to summarize what happens in the real world through the analysis and summarization of social media content. However, as trending topic extraction algorithms become more sophisticated and report additional information like the characteristics of users that participate in a trend, significant and novel privacy issues arise. We introduce a statistical attack to infer sensitive attributes of Online Social Networks users that utilizes such reported community-aware trending topics. Additionally, we provide an algorithmic methodology that alters an existing community-aware trending topic algorithm so that it can preserve the privacy of the involved users while still reporting topics with a satisfactory level of utility.
引用
收藏
页码：205 / 224
页数：20
相关论文
共 50 条
  • [21] Privacy-Preserving and Efficient Friend Recommendation in Online Social Networks
    Samanthula, Bharath K.
    Cen, Lei
    Jiang, Wei
    Si, Luo
    TRANSACTIONS ON DATA PRIVACY, 2015, 8 (02) : 141 - 171
  • [22] Privacy-Preserving and Diversity-Aware Trust-based Team Formation in Online Social Networks
    Mahajan, Yash
    Cho, Jin-hee
    Chen, Inc-ray
    ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 15 (05)
  • [23] A Socially-Aware, Privacy-Preserving, and Scalable Federated Learning Protocol for Distributed Online Social Networks
    Khelghatdoust, Mansour
    Mahdavi, Mehregan
    ADVANCED INFORMATION NETWORKING AND APPLICATIONS, AINA-2022, VOL 2, 2022, 450 : 192 - 203
  • [24] Privacy-Preserving Sketching for Online Social Network Data Publication
    Gao, Tianchong
    Li, Feng
    2019 16TH ANNUAL IEEE INTERNATIONAL CONFERENCE ON SENSING, COMMUNICATION, AND NETWORKING (SECON), 2019,
  • [25] The Dynamic Privacy-Preserving Mechanisms for Online Dynamic Social Networks
    Zhu, Tianqing
    Li, Jin
    Hu, Xiangyu
    Xiong, Ping
    Zhou, Wanlei
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2022, 34 (06) : 2962 - 2974
  • [26] Community Topic Usage in Online Social Media
    Wood, Ian D.
    Glover, John
    Buitelaar, Paul
    ACM Transactions on Social Computing, 2020, 3 (03)
  • [27] Privacy-Preserving and Scalable Affect Detection in Online Synchronous Learning
    Bottger, Felix
    Cetinkaya, Ufuk
    Di Mitri, Daniele
    Gombert, Sebastian
    Shingjergji, Krist
    Iren, Deniz
    Klemke, Roland
    EDUCATING FOR A NEW FUTURE: MAKING SENSE OF TECHNOLOGY-ENHANCED LEARNING ADOPTION, EC-TEL 2022, 2022, 13450 : 45 - 58
  • [28] Privacy Preserving Interceptor for Online Social Media Applications
    Shanmughapria, T.
    Swamynathan, S.
    MINING INTELLIGENCE AND KNOWLEDGE EXPLORATION (MIKE 2016), 2017, 10089 : 49 - 57
  • [29] Supporting geospatial privacy-preserving data mining of social media
    Wang, Shuo
    Sinnott, Richard O.
    SOCIAL NETWORK ANALYSIS AND MINING, 2016, 6 (01)
  • [30] Towards Privacy-Preserving Social-Media SDKs on Android
    Lu, Haoran
    Liu, Yichen
    Liao, Xiaojing
    Xing, Luyi
    PROCEEDINGS OF THE 33RD USENIX SECURITY SYMPOSIUM, SECURITY 2024, 2024, : 647 - 664
12345