Community gravity: Measuring bidirectional effects by trust and rating on online social networks

Yutaka Matsuo, Hikaru Yamamoto

研究成果: Conference contribution

118 被引用数 (Scopus)

抄録

Several attempts have been made to analyze customer behavior on online E-commerce sites. Some studies particularly emphasize the social networks of customers. Users' reviews and ratings of a product exert effects on other consumers' purchasing behavior. Whether a user refers to other users' ratings depends on the trust accorded by a user to the reviewer. On the other hand, the trust that is felt by a user for another user correlates with the similarity of two users'ratings. This bidirectional interaction that involves trust and rating is an important aspect of understanding consumer behavior in online communities because it suggests clustering of similar users and the evolution of strong communities. This paper presents a theoretical model along with analyses of an actual online E-commerce site. We analyzed a large community site in Japan: @cosme. The noteworthy characteristics of @cosme are that users can bookmark their trusted users; in addition, they can post their own ratings of products, which facilitates our analyses of the ratings' bidirectional effects on trust and ratings. We describe an overview of the data in @cosme, analyses of effects from trust to rating and vice versa, and our proposition of a measure of of community gravity, which measures how strongly a user might be attracted to a community. Our study is based on the @cosme dataset in addition to the Epinions dataset. It elucidates important insights and proposes a potentially important measure for mining online social networks. Copyright is held by the International World Wide Web Conference Committee (IW3C2).

本文言語English
ホスト出版物のタイトルWWW'09 - Proceedings of the 18th International World Wide Web Conference
ページ751-760
ページ数10
DOI
出版ステータスPublished - 2009 12 1
外部発表はい
イベント18th International World Wide Web Conference, WWW 2009 - Madrid, Spain
継続期間: 2009 4 202009 4 24

出版物シリーズ

名前WWW'09 - Proceedings of the 18th International World Wide Web Conference

Other

Other18th International World Wide Web Conference, WWW 2009
CountrySpain
CityMadrid
Period09/4/2009/4/24

ASJC Scopus subject areas

  • Computer Networks and Communications

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