Fabricio Benevenuto
Fernando Duarte
Keith W. Ross
ABSTRACT
This paper seeks understanding the user behavior in a social network created essentially by video interactions. We present a characterization of a social network created by the video interactions among users on YouTube, a popular social networking video sharing system. Our results uncover typical user behavioral patterns as well as show evidences of anti-social behavior such as self-promotion and other types of content pollution.
- N. Ali-Hasan and L. Adamic. Expressing social relationships on the blog through links and comments. In ICWSM, 2007.Google Scholar
- F. Benevenuto, T. Rodrigues, V. Almeida, J. Almeida, C. Zhang, and K. Ross. Identifying video spammers in online social networks. In Proc. of AIRWeb, Beijim, China, 2008. Google ScholarDigital Library
- S. Boll. Multitube - where web 2.0 and multimedia could meet. IEEE MultiMedia, 14(1):9--13, 2007. Google ScholarDigital Library
- S. Brin and L. Page. The anatomy of a large-scale hypertextual web search engine. In Proc. of WWW Conference, 1998. Google ScholarDigital Library
- M. Cha, H. Kwak, P. Rodriguez, Y. Ahn, and S. Moon. I tube, you tube, everybody tubes: Analyzing the world's largest user generated content video system. In Proc. of IMC, 2007. Google ScholarDigital Library
- L. Gomes, J. Almeida, V. Almeida, and W. Meira. Workload models of spam and legitimate e-mails. Performance Evaluation, 64:690--714, 2007. Google ScholarDigital Library
- P. Heymann, G. Koutrika, and H. Garcia-Molina. Fighting spam on social web sites: A survey of approaches and future challenges. IEEE Internet Computing, 11(6):36--45, 2007. Google ScholarDigital Library
- J. Kleinberg. Hubs, authorities, and communities. ACM Computing Surveys, 31, 1999. Google ScholarDigital Library
- A. Mislove, M. Marcon, K. Gummadi, P. Druschel, and B. Bhattacharjee. Measurement and analysis of online social networks. In Proc. of IMC, 2007. Google ScholarDigital Library
- M. Newman and J. Park. Why social networks are different from other types of networks. Phys. Rev. E, 68:036122, 2003.Google ScholarCross Ref
- M. Shannon. Shaking hands, kissing babies, and..blogging? Communications of the ACM, 50, 2007. Google ScholarDigital Library
- A. Zinman and J. Donath. Is britney spears spam? In Proc. of CEAS, 2007.Google Scholar
Index Terms
- Understanding video interactions in youtube
Recommendations
Video interactions in online video social networks
This article characterizes video-based interactions that emerge from YouTube's video response feature, which allows users to discuss themes and to provide reviews for products or places using much richer media than text. Based on crawled data covering a ...
A media-based social interactions analysis procedure
SAC '12: Proceedings of the 27th Annual ACM Symposium on Applied ComputingThere is a growing number of opportunities for users to share media using Web content providers. Moreover, in the context of Web-based Social Networks, there is also the possibility that shared media will be used in subsequent social interactions. ...
Building social capital with Facebook: Type of network, availability of other media, and social self-efficacy matter#
Highlights- Type of friends affects building social capital via Facebook and traditional media.
AbstractFindings about Facebook's effect on relationships are mixed, possibly due to lack of models that acknowledge differences across users, types of their friends, and use of competing media. To address this, we proposed and tested how ...
Comments