Abstract
In this chapter, we see community-built databases (CBD) as a direct product of social interaction among different users and apply social network analysis techniques to understand and uncover hidden relations that explain various aspects of CBD quality and success. We consider several types of CBD data, discuss their visualization, and provide a short survey of related work. Finally, we present two experiments applying a social perspective to the CBD data.
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Notes
- 1.
According to http://en.wikipedia.org/wiki/Help:About
- 2.
According to http://www.imdb.com/stats
References
Adler, B.T., De Alfaro, L.: A content-driven reputation system for the Wikipedia. In: Proceedings of the 16th International World Wide Web Conference (2007)
Atzenbeck, C., Hicks, D.L.: Socs: Increasing social and group awareness for wikis by example of Wikipedia, WikiSym (2008)
Belohlavek, R., Sklenar, V.: Formal concept analysis constrained by attribute-dependency formulas ICFCA, vol. 3403 pp. 176–191 (2005)
Borgatti, S.P., Everett, M.G.: Network analysis of 2-mode data. Soc. Networks 19, 243–269 (1997)
Brandes, U., Kenis, P., Lerner, J., van Raaij, D.: Network analysis of collaboration structure in Wikipedia. In: Proceedings of the 18th International Conference on World Wide Web, pp. 731–740 (2009)
Burke, M., Kraut, R.: Mopping up: Modeling Wikipedia promotion decisions. In: Proceedings of the ACM 2008 Conference on Computer Supported Cooperative Work, pp. 27–36 (2008)
Butler, B., Joyce, E., Pike, J.: Don't look now, but we've created a bureaucracy: the nature and roles of policies and rules in Wikipedia. In: Proceeding of the 26th annual SIGCHI Conference on Human Factors in Computing Systems, pp. 1101–1110 (2008)
Cao, B., Shen, D., Sun, J.T., Wang, X., Yang, Q., Chen, Z.: Detect and track latent factors with online nonnegative matrix factorization. In: The 12th International Joint Conference on Artificial Intelligence, pp. 2689–2694 (2007)
Cosley, D., Frankowski, D., Terveen, L., Riedl, J.: SuggestBot: Using intelligent task routing to help people find work in Wikipedia. In: Proceedings of the 12th International Conference on Intelligent User Interfaces, pp. 32–41 (2007)
Crandall, D., Cosley, D., Huttenlocher, D., Kleinberg, J., Suri S.: Feedback effects between similarity and social influence in online communities. In: Proceeding of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 160–168 (2008)
Davis, A., Gardner, B.B., Gardner, M.R.: Deep South: A Social Anthropological Study of Caste and Class. University of Chicago Press, Chicago (1965)
Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T.K., Harshman, R.: Indexing by latent semantic analysis. J. Am. Soc. Inf. Sci. 41, 391–407 (1990)
Demartini, G.: Finding experts using Wikipedia. In: Proceedings of the Workshop on Finding Experts on the Web with Semantics (FEWS2007) at ISWC/ASWC2007 (2007)
Egghe, L., Rousseau, R.: Classical retrieval and overlap measures satisfy the requirements for rankings based on a Lorenz curve. Inf. Process. Manage. 42, 106–120 (2006)
Farach-Colton, M., Huang, Y.: A linear delay algorithm for building concept lattices, Combinatorial Pattern Matching: 19th Annual Symposium (2008)
Freeman, L.C.: Visualizing social networks. J. Soc. Struct. 1, 4 (2000)
Freeman, L.C.: The Development of Social Network Analysis. Empirical Press Vancouver, British Columbia (2004)
Freeman, L.C., White, D.R.: Using Galois lattices to represent network data. Sociol. Methodol. 23, 127–146 (1993)
Ganter, B., Wille, R.: Applied lattice theory: Formal concept analysis. In: Grätzer, G. (ed.) General Lattice Theory, pp. 592–606. Birkhäuser, Basel (1997)
Ganter, B., Wille, R.: Formal Concept Analysis: Mathematical Foundations. Springer, New York (1997)
Kittur, A., Kraut, R.E.: Harnessing the wisdom of crowds in Wikipedia: quality through coordination. In: Proceedings of the ACM 2008 Conference on Computer Supported Cooperative Work, pp. 37–46 (2008)
Kolda, T.G., O'Leary, D.P.: A semidiscrete matrix decomposition for latent semantic indexing information retrieval. ACM Trans. Inf. Syst. 16, 322–346 (1998)
Korfiatis, N.T., Poulos, M., Bokos, G.: Evaluating authoritative sources using social networks: An insight from Wikipedia. Online Inf. Rev. 30, 252–262 (2006)
Kuznetsov, S.: Motivations of contributors to Wikipedia. ACM SIGCAS Computers and Society, vol. 36, issue 2 (2006)
Kuznetsov, S.O., Obedkov, S.A.: Comparing performance of algorithms for generating concept lattices. J. Exp. Theor. Artif. Intell. 14, 189–216 (2002)
Lee, D., Seung, H.: Algorithms for non-negative matrix factorization. Adv. Neural Inf. Process. Syst. 13, 556–562 (2001)
Lee, D., Seung, H.: Learning the parts of objects by non-negative matrix factorization. Nature 401, 788–791 (1999)
Letsche, T., Berry, M.W., Dumais S.T.: Computational methods for intelligent information access. In: Proceedings of the 1995 ACM/IEEE Supercomputing Conference (1995)
Li, T., Gao, C., Du, J.: A NMF-based privacy-preserving recommendation algorithm. First IEEE International Conference on Information Science and Engineering, pp. 754–757 (2009)
Musiał, K., Kazienko, P., Bródka, P.: User position measures in social networks. In: Proceedings of the 3rd Workshop on Social Network Mining and Analysis, pp. 1–9 (2009)
Nov, O.: What motivates Wikipedia’s? Commun. ACM 50, 60–64 (2007)
O'reilly, T.: What is Web 2.0, Design patterns and business models for the next generation of software 30 (2005)
Priedhorsky, R., Chen, J., Lam, S.T.K., Panciera, K., Terveen, L., Riedl, J.: Creating, destroying, and restoring value in Wikipedia. In: Proceedings of the 2007 International ACM Conference on Supporting Group Work, pp. 259–268 (2007)
Said, A., De Luca, E.W., Albayrak, S.: How social relationships affect user similarities, Workshop on Social Recommender Systems IUI2010 (2010)
Snášel, V., Horák, Z., Kočíbová, J., Abraham, A.: On social networks reduction. In: Proceedings of the 18th International Symposium on Foundations of Intelligent Systems, pp. 533–541 (2009)
Suh, B., Chi, E.H., Pendleton, B.A., Kittur, A.: Us vs. them: Understanding social dynamics in Wikipedia with revert graph visualizations. In: Proceedings of the IEEE VAST, pp. 163–170 (2007)
Tatti, N., Mielikainen, T., Gionis, A., Mannila, H.: What is the dimension of your binary data? In: Proceedings of the 6th International Conference on Data Mining, pp. 603–612 (2006)
Tylenda, T., Angelova, R., Bedathur, S.: Towards time-aware link prediction in evolving social networks. In: Proceedings of the 3rd Workshop on Social Network Mining and Analysis, pp. 1–10 (2009)
Viégas, F.B., Wattenberg, M., Dave, K.: Studying cooperation and conflict between authors with history flow visualizations. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 575–582 (2004)
Zlatić, V., Božičević, M., Štefančić, H., Domazet, M.: Wikipedias: Collaborative web-based encyclopedias as complex networks. Phys. Rev. E 74, 16–115 (2006)
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Snášel, V., Horák, Z., Kudělka, M. (2011). Social Network Analysis in Community-Built Databases. In: Pardede, E. (eds) Community-Built Databases. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-19047-6_3
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