Social Manipulation of Online Recommender Systems

被引:0
|
作者
Lang, Juan [1 ]
Spear, Matt [1 ]
Wu, S. Felix [1 ]
机构
[1] Univ Calif Davis, Davis, CA 95616 USA
来源
SOCIAL INFORMATICS | 2010年 / 6430卷
基金
美国国家科学基金会;
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Online recommender systems are a common target of attack. Existing research has focused on automated manipulation of recommender systems through the creation of shill accounts, and either do not consider attacks by coalitions of real users, downplay the impact of such attacks, or state that such attacks are difficult to impossible to detect. In this study, we examine a recommender system that is part of an online social network, show that users successfully induced other users to manipulate their recommendations, that these manipulations were effective, and that most such manipulations are detectable even when performed by ordinary, non-automated users.
引用
收藏
页码:125 / 139
页数:15
相关论文
共 50 条
  • [31] Hybridizing Social Filtering for Recommender Systems
    Mao, Mingsong
    Lu, Jie
    Zhang, Guangquan
    Zhang, Jinlong
    FOUNDATIONS OF INTELLIGENT SYSTEMS (ISKE 2013), 2014, 277 : 273 - 285
  • [32] Social Factors in Group Recommender Systems
    Quijano-Sanchez, Lara
    Recio-Garcia, Juan A.
    Diaz-Agudo, Belen
    Jimenez-Diaz, Guillermo
    ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2013, 4 (01)
  • [33] SOS: A multimedia recommender System for Online Social networks
    Amato, Flora
    Moscato, Vincenzo
    Picariello, Antonio
    Piccialli, Francesco
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 93 : 914 - 923
  • [34] A recommender mechanism for social knowledge navigation in an online encyclopedia
    Li, Yung-Ming
    Lin, Lien-Fa
    Lin, Yu-Hui
    INFORMATION PROCESSING & MANAGEMENT, 2014, 50 (05) : 634 - 652
  • [35] Mobile Contextual Recommender System for Online Social Media
    Wu, Chao
    Zhang, Yaoxue
    Jia, Jia
    Zhu, Wenwu
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (12) : 3403 - 3416
  • [36] Classification and Applications of Social Recommender Systems
    Revathy, V. R.
    Pillai, Anitha S.
    PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2016), 2018, 614 : 719 - 729
  • [37] Online recommender system based on social network regularization
    Wang, Zhuo
    Lu, Hongtao
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8834 : 487 - 494
  • [38] Online Recommender System Based on Social Network Regularization
    Wang, Zhuo
    Lu, Hongtao
    NEURAL INFORMATION PROCESSING (ICONIP 2014), PT I, 2014, 8834 : 487 - 494
  • [39] A Privacy Settings Recommender System for Online Social Networks
    Srivastava, Agrima
    Geethakumari, G.
    2014 RECENT ADVANCES AND INNOVATIONS IN ENGINEERING (ICRAIE), 2014,
  • [40] Recommender Systems with Characterized Social Regularization
    Lin, Tzu-Heng
    Gao, Chen
    Li, Yong
    CIKM'18: PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2018, : 1767 - 1770