Trust and Nuanced Profile Similarity in Online Social Networks

被引:183
作者
Golbeck, Jennifer [1 ]
机构
[1] Univ Maryland, Coll Informat Studies, College Pk, MD 20741 USA
关键词
Human Factors; Social networks; trust; recommender systems;
D O I
10.1145/1594173.1594174
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Online social networks, where users maintain lists of friends and express their preferences for items like movies, music, or books, are very popular. The Web-based nature of this information makes it ideal for use in a variety of intelligent systems that can take advantage of the users' social and personal data. For those systems to be effective, however, it is important to understand the relationship between social and personal preferences. In this work we investigate features of profile similarity and how those relate to the way users determine trust. Through a controlled study, we isolate several profile features beyond overall similarity that affect how much subjects trust hypothetical users. We then use data from FilmTrust, a real social network where users rate movies, and show that the profile features discovered in the experiment allow us to more accurately predict trust than when using only overall similarity. In this article, we present these experimental results and discuss the potential implications for using trust in user interfaces.
引用
收藏
页码:1 / 33
页数:33
相关论文
共 52 条
  • [31] Kadie C., 1998, P 14 C UNC ART INT, P43
  • [32] KAMVAR SD, 2004, P 12 INT WORLD WID W
  • [33] KATZ Y, 2006, P 21 NAT C ART INT A
  • [34] Kleinberg J., 2000, Proceedings of the Thirty Second Annual ACM Symposium on Theory of Computing, P163, DOI 10.1145/335305.335325
  • [35] GroupLens: Applying collaborative filtering to Usenet news
    Konstan, JA
    Miller, BN
    Maltz, D
    Herlocker, JL
    Gordon, LR
    Riedl, J
    [J]. COMMUNICATIONS OF THE ACM, 1997, 40 (03) : 77 - 87
  • [36] LEVIN R, 1998, P 7 USENIX SEC S
  • [37] Ma H, 2007, P 30 ANN INT ACM SIG, P39, DOI 10.1145/1277741.1277751
  • [38] MASSA P, 2004, LECT NOTES COMPUTER, V2995
  • [39] Miller C.A., 2003, HUM DIMENS WILDL, V8, P263, DOI DOI 10.1080/716100421
  • [40] Page Lawrence, 1999, PAGERANK CITATION RA, DOI DOI 10.1007/978-3-319-08789-4_10