Recent or influential technical papers in Analysis of Social Media

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These are some sample papers that were put in wiki format by William, in the class Social Media Analysis 10-802 in Spring 2010.

These are some papers that were presented by students in the social media analysis class.

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Wikified topic papers

  • Tagassist: Automatic tag suggestion for blog posts

On-topic papers not yet wikified

  • Agarwal, N., H. Liu, S. Murthy, A. Sen, and X. Wang. 2009. A social identity approach to identify familiar strangers in a social network. In Proceedings of the Third International AAAI Conference of Weblogs and Social Media, 2–9.
  • Airoldi, Edoardo M., David M. Blei, Stephen E. Fienberg, and Eric P. Xing. 2008. Mixed Membership Stochastic Blockmodels. J. Mach. Learn. Res. 9: 1981-2014.
  • Andreevskaia, A., S. Bergler, and M. Urseanu. All Blogs Are Not Made Equal.
  • Anon. Geographic routing in social networks — PNAS.
  • Anon. Cooperation in evolving social networks | Yahoo! Research.
  • Anon. Web-Based Experiments for the Study of Collective Social Dynamics in Cultural Markets | Yahoo! Research.
  • Anon. Origins of Homophily in an Evolving Social Network | Yahoo! Research.
  • Anon. Experimental study of inequality and unpredictability in an artificial cultural market | Yahoo! Research.
  • Balog, K., and M. de Rijke. How to Overcome Tiredness.
  • Bax, I., and J. Moldvay. Data-Driven Ontologies for Recommender Engines in Social Networks.
  • Beschastnikh, I., T. Kriplean, and D. W McDonald. 2008. Wikipedian self-governance in action: Motivating the policy lens. In Proceedings of International Conference on Webblogging and Social Media (ICWSM’08).
  • Brandes, U., P. Kenis, J. Lerner, and D. van Raaij. 2009. Network analysis of collaboration structure in Wikipedia. In Proceedings of the 18th international conference on World wide web, 731–740.
  • Caverlee, J., and S. Webb. 2008. A large-scale study of MySpace: Observations and implications for online social networks. Proc. of ICWSM 8.
  • Cha, M., A. Mislove, and K. P Gummadi. 2009. A measurement-driven analysis of information propagation in the flickr social network. In Proceedings of the 18th international conference on World wide web, 721–730.
  • Cohn, D., and T. Hofmann. 2001. The missing link-a probabilistic model of document content and hypertext connectivity. Advances in neural information processing systems: 430–436.
  • Danescu-Niculescu-Mizil, C., G. Kossinets, J. Kleinberg, and L. Lee. 2009. How Opinions are Received by Online Communities: A Case Study on Amazon. com Helpfulness Votes. In .
  • Davis, G. F, and H. R Greve. 1997. Corporate elite networks and governance changes in the 1980s. American Journal of Sociology 103, no. 1: 1–37.
  • Dietz, L., S. Bickel, and T. Scheffer. 2007. Unsupervised prediction of citation influences. In Proceedings of the 24th international conference on Machine learning, 233–240.
  • Erosheva, E., S. Fienberg, and J. Lafferty. 2004. Mixed-membership models of scientific publications. Vol. 101. 90001. National Acad Sciences.
  • Esuli, A., and F. Sebastiani. 2006. SentiWordNet: A publicly available lexical resource for opinion mining. In Proceedings of LREC, 6: Vol. 6.
  • Evans, D. C, S. D Gosling, and A. Carroll. 2008. What Elements of an Online Social Networking Profile Predict Target-Rater Agreement in Personality Impressions? In Proceedings of the International Conference on Weblogs and Social Media.
  • G\ötz, M., J. Leskovec, M. McGlohon, and C. Faloutsos. 2009. Modeling blog dynamics. In AAAI Conference on Weblogs and Social Media (ICWSM).
  • Gill, Alastair J, Scott Nowson, and Jon Oberlander. What Are They Blogging About? Personality, Topic and Motivation in Blogs. In ICWSM 2009. to appear.
  • Girvan, M, and M Newman. Community structure in social and biological networks — PNAS.
  • Gleiser, P. M. 2007. How to become a superhero. Journal of Statistical Mechanics: Theory and Experiment 2007: P09020.
  • Goel, S., R. Muhamad, and D. Watts. 2009. Social search in Small-World experiments. In Proceedings of the 18th international conference on World wide web, 701–710.
  • Hassan, A., D. Radev, J. Cho, and A. Joshi. Content Based Recommendation and Summarization in the Blogosphere. Ann Arbor 1001: 48109.
  • Heckner, M., M. Heilemann, and C. Wolff. 2009. Personal Information Management vs. Resource Sharing: Towards a Model of Information Behaviour in Social Tagging Systems. In Paper accepted for the Third International Conference on Weblogs and Social Media, ICWSM-09, Nashville/TN [to appear].
  • Hogg, T., and K. Lerman. 2009. Stochastic Models of User-Contributory Web Sites. In Arxiv preprint arXiv:0904.0016.
  • Hogg, T., and Szabo, G. [0803.3482] Diversity of Online Community Activities.
  • Judd, J. S, and M. Kearns. 2008. Behavioral experiments in networked trade. In Proceedings of the 9th ACM conference on Electronic commerce, 150–159.
  • Kashoob, S., J. Caverlee, and Y. Ding. 2009. A categorical model for discovering latent structure in social annotations. ICWSM’09.
  • Kearns, E. E.D.M. 2007. A Small World Threshold for Economic Network Formation. In Advances in Neural Information Processing Systems 19: Proceedings of the 2006 Conference, 385.
  • Kearns, M., S. Judd, J. Tan, and J. Wortman. 2009. Behavioral experiments on biased voting in networks. Proceedings of the National Academy of Sciences 106, no. 5: 1347.
  • Kearns, M., S. Suri, and N. Montfort. 2006. An experimental study of the coloring problem on human subject networks. Science 313, no. 5788: 824.
  • Kearns, M. B.M. Local Algorithms for Finding Interesting Individuals in Large Networks.
  • Kelkar, S., A. John, and D. Seligmann. 2007. An Activity-based Perspective of Collaborative Tagging. In International Conference on Weblogs and Social Media, Boulder, Colorado.
  • Kessler, J. S, and N. Nicolov. 2009. Targeting Sentiment Expressions through Supervised Ranking of Linguistic Configurations. In Proceedings of the 3rd Intl. Conference on Weblogs and Social Media (ICWSM 2009), San Jose.
  • Kleinberg, J. 2002a. Small-world phenomena and the dynamics of information. In Advances in neural information processing systems: proceedings of the 2002 conference, 431.
  • ———. 2002b. Small-world phenomena and the dynamics of information. In Advances in neural information processing systems: proceedings of the 2002 conference, 431.
  • Kleinfeld, J. S. 2002. The small world problem. Society 39, no. 2: 61–66.
  • Kunegis, J., A. Lommatzsch, and C. Bauckhage. 2009. The Slashdot Zoo: Mining a social network with negative edges. In Proceedings of the 18th international conference on World wide web, 741–750.
  • Leskovec, J., L. Backstrom, and J. Kleinberg. 2009. Meme-tracking and the Dynamics of the News Cycle. In Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, 497–506.
  • Leskovec, Jure, Lada A. Adamic, and Bernardo A. Huberman. 2007. The dynamics of viral marketing. ACM Transactions on the Web 1, no. 1 (5): 5-es. doi:10.1145/1232722.1232727.
  • Lieberman, M. D, and J. Lin. You are where you edit: Locating Wikipedia contributors through edit histories. Proceedings of ICWSM 9.
  • Liu, H., and R. Mihalcea. 2007. Of men, women, and computers: data-driven gender modeling for improved user interfaces. In International Conference on Weblogs and Social Media.
  • Liu, Yan, Alexandru Niculescu-Mizil, and Wojciech Gryc. 2009. Topic-link LDA: joint models of topic and author community. In Proceedings of the 26th Annual International Conference on Machine Learning, 665-672. Montreal, Quebec, Canada: ACM. doi:10.1145/1553374.1553460.
  • Matsuo, Y., and H. Yamamoto. 2009. Community gravity: measuring bidirectional effects by trust and rating on online social networks. In Proceedings of the 18th international conference on World wide web, 751–760.
  • Nallapati, R., and W. Cohen. 2008. Link-PLSA-LDA: A new unsupervised model for topics and influence of blogs. In International Conference for Weblogs and Social Media.
  • Nallapati, R. M, A. Ahmed, E. P Xing, and W. W Cohen. 2008. Joint latent topic models for text and citations. In Proc. of 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
  • Newman, M., S. Strogatz, and D. Watts. 2001. Random graphs with arbitrary degree distributions and their applications. Physical Review E 64, no. 2 (7). doi:10.1103/PhysRevE.64.026118.
  • Newman, M. E. J. 2003. The structure and function of complex networks. Arxiv preprint cond-mat/0303516.

———. 2007. The mathematics of networks. The New Palgrave Encyclopedia of Economics.

  • Newman, M. E. J., and E. A. Leicht. 2007. Mixture models and exploratory analysis in networks. Proceedings of the National Academy of Sciences 104, no. 23: 9564.
  • Newman, Mark. Modularity and community structure in networks — PNAS.
  • Pang, B., and L. Lee. 2004. A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts. In Proceedings of the ACL, 2004: Vol. 2004.
  • Pang, B., L. Lee, and S. Vaithyanathan. 2002. Thumbs up?: sentiment classification using machine learning techniques. In Proceedings of the ACL-02 conference on Empirical methods in natural language processing-Volume 10, 79–86.
  • Richardson, M., and P. Domingos. 2002. Mining knowledge-sharing sites for viral marketing. In Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, 70.
  • Stecher, K., and S. Counts. Spontaneous Inference of Personality Traits and Effects on Memory for Online Profiles.
  • Sun, E., I. Rosenn, C. A Marlow, and T. M Lento. Gesundheit! Modeling Contagion through Facebook News Feed. Proc. ICWSM 9.
  • Takamura, H., T. Inui, and M. Okumura. 2005. Extracting semantic orientations of words using spin model. In Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, 140.
  • Travers, J., and S. Milgram. 1969. An experimental study of the small world problem. Sociometry 32, no. 4: 425–443.
  • Turney, P. D, and others. 2002. Thumbs up or thumbs down? Semantic orientation applied to unsupervised classification of reviews. In Proceedings of the 40th annual meeting of the Association for Computational Linguistics, 417–424.
  • Watts, D. J. 2002. Identity and Search in Social Networks. Science 296, no. 5571 (5): 1302-1305. doi:10.1126/science.1070120.
  • Watts, Duncan J. 1999. Networks, Dynamics, and the Small-World Phenomenon. The American Journal of Sociology 105, no. 2: 493–527.
  • Yang, K., N. Yu, A. Valerio, H. Zhang, and W. Ke. 2007. Fusion approach to finding opinions in Blogosphere. In Proc Intern Conf on Weblogs and Social Media, Boulder, Colorado.