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Issue No.06 - November/December (2007 vol.11)
pp: 16-28
Kristina Lerman , University of Southern California
Social media sites underscore the Web's transformation to a participatory medium in which users collaboratively create, evaluate, and distribute information. Innovations in social media have led to social information processing, a new paradigm for interacting with data. The social news aggregator Digg exploits social information processing for the purpose of document recommendation and rating. Additionally, via mathematical modeling it's possible to describe how collaborative document rating emerges from the independent decisions users make. Using such a model, the author reproduces observed ratings that actual stories on Digg have received.
social media, social search, Digg, user-generated content, document recommendation, document rating
Kristina Lerman, "Social Information Processing in News Aggregation", IEEE Internet Computing, vol.11, no. 6, pp. 16-28, November/December 2007, doi:10.1109/MIC.2007.136
1. J.A. Konstan et al., "GroupLens: Applying Collaborative Filtering to Usenet News," Comm. ACM, vol. 40, no. 3, 1997, pp. 77–87.
2. P. Domingos and M. Richardson, "Mining the Network Value of Customers," Proc. Knowledge Discovery in Databases (KDD 01), ACM Press, 2001, pp. 57–66.
3. J. Leskovec, L.A. Adamic, and B.A. Huberman, "The Dynamics of Viral Marketing," Proc. 7th ACM Conf. Electronic Commerce (EC 06), ACM Press, 2006, pp. 228–237.
4. D. Kempe, J. Kleinberg, and E. Tardos, "Maximizing the Spread of Influence through a Social Network," Proc. 9th ACM Int'l Conf. Knowledge Discovery and Data Mining (SIGKDD 03), ACM Press, 2003, pp. 137–146.
5. K. Lerman, "Social Networks and Social Information Filtering on Digg," Proc. Int'l Conf. Weblogs and Social Media (ICWSM 07), ICWSM, 2007.
6. K. Lerman and L. Jones, "Social Browsing on Flickr," Proc. Int'l Conf. Weblogs and Social Media (ICWSM 07), ICWSM, 2007.
7. L. Page et al., The Pagerank Citation Ranking: Bringing Order to the Web, tech. report, Stanford Digital Library Technologies Project, 1998.
8. J. Warren and J. Jurgensen, "The Wizards of Buzz," Wall Street J. online, Feb. 2007; .
9. F. Wu and B.A. Huberman, Novelty and Collective Attention, tech. report, Information Dynamics Laboratory, Hewlett-Packard Labs, 2007.
10. A. Papoulis, Probability and Statistics, Prentice Hall, 1990.
11. K. Maney, "Wisdom of Crowds," USA Today,12 Sept. 2006; maney2006-09-12-wisdom-of-crowds_x.htm .
12. K. Lerman, A. Plangrasopchok, and C. Wong, "Personalizing Results of Image Search on Flickr," Proc. AAAI Workshop Intelligent Techniques for Web Personalization, AAAI Press, 2007, pp. 65–75.
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