ABSTRACT
While online communities are important platforms for various social activities, many online communities fail to survive, which motivates researchers to investigate factors affecting the growth and survival of online communities. We comprehensively examine the effects of a wide variety of social network features on the growth and survival of communities in Reddit. We show that several social network features, including clique ratio, density, clustering coefficient, reciprocity and centralization, have significant effects on the survival of communities. In contrast, we also show that social network features examined in this paper only have weak effects on the growth of communities. Moreover, we conducted experiments predicting future growth and survival of online communities from social network features. The results show that social network features are useful for predicting the survival of communities but not for predicting their growth.
- R. E. Kraut and P. Resnick, Building successful online communities: Evidence-based social design. MIT Press, 2012.Google ScholarDigital Library
- J. Preece, "Sociability and usability in online communities: determining and measuring success," Behaviour & Information Technology, vol. 20, no. 5, pp. 347--356, 2001.Google ScholarCross Ref
- A. Iriberri and G. Leroy, "A life-cycle perspective on online community success," ACM Computing Surveys (CSUR), vol. 41, no. 2, p. 11, 2009.Google ScholarDigital Library
- R. E. Kraut and A. T. Fiore, "The role of founders in building online groups," in Proc. CSCW'14, 2014, pp. 722--732.Google ScholarDigital Library
- J. Chen, Y. Ren, and J. Riedl, "The effects of diversity on group productivity and member withdrawal in online volunteer groups," in Proc. CHI'10, 2010, pp. 821--830.Google ScholarDigital Library
- H. Zhu, R. Kraut, and A. Kittur, "Effectiveness of shared leadership in online communities," in Proc. CSCW'12, 2012, pp. 407--416.Google ScholarDigital Library
- H. Zhu, J. Chen, T. Matthews, A. Pal, H. Badenes, and R. E. Kraut, "Selecting an effective niche: an ecological view of the success of online communities," in Proc. CHI'14, 2014, pp. 301--310.Google ScholarDigital Library
- N. Ducheneaut, N. Yee, E. Nickell, and R. J. Moore, "The life and death of online gaming communities: a look at guilds in World of Warcraft," in Proc. CHI'07, 2007, pp. 839--848.Google ScholarDigital Library
- S. R. Kairam, D. J. Wang, and J. Leskovec, "The life and death of online groups: Predicting group growth and longevity," in Proc. WSDM'12, 2012, pp. 673--682.Google ScholarDigital Library
- Z. Lin, N. Salehi, B. Yao, Y. Chen, and M. S. Bernstein, "Better when it was smaller? community content and behavior after massive growth," in Proc. ICWSM'17, 2017, pp. 132--141.Google Scholar
- A. Patil, J. Liu, and J. Gao, "Predicting group stability in online social networks," in Proc. WWW'13, 2013, pp. 1021--1030.Google ScholarDigital Library
- J. S. Coleman, "Social capital in the creation of human capital," American Journal of Sociology, vol. 94, pp. S95--S120, 1988.Google ScholarCross Ref
- J. Koh, Y.-G. Kim, B. Butler, and G.-W. Bock, "Encouraging participation in virtual communities," Communications of the ACM, vol. 50, no. 2, pp. 68--73, 2007.Google ScholarDigital Library
- B. S. Butler, "Membership size, communication activity, and sustainability: A resource-based model of online social structures," Information Systems Research, vol. 12, no. 4, pp. 346--362, 2001.Google ScholarDigital Library
- B. Yu, X. Wang, A. Y. Lin, Y. Ren, L. G. Terveen, and H. Zhu, "Out with the old, in with the new?: Unpacking member turnover in online production groups," Proceedings of the ACM on Human-Computer Interaction, vol. 1, no. CSCW, pp. 117:1--117:19, 2017.Google ScholarDigital Library
- H. Zhu, R. E. Kraut, and A. Kittur, "The impact of membership overlap on the survival of online communities," in Proc. CHI'14, 2014, pp. 281--290.Google ScholarDigital Library
- N. TeBlunthuis, A. Shaw, and B. M. Hill, "Revisiting the rise and decline in a population of peer production projects," in Proc. CHI'18, 2018, pp. 355:1--355:7.Google ScholarDigital Library
- N. Vincent, I. Johnson, and B. Hecht, "Examining wikipedia with a broader lens: Quantifying the value of wikipedia's relationships with other large-scale online communities," in Proc. CHI'18, 2018, pp. 566:1--566:14.Google ScholarDigital Library
- L. Backstrom, D. Huttenlocher, J. Kleinberg, and X. Lan, "Group formation in large social networks: membership, growth, and evolution," in Proc. KDD'06, 2006, pp. 44--54.Google ScholarDigital Library
- D. J. Watts and S. H. Strogatz, "Collective dynamics of 'small-world' networks," Nature, vol. 393, no. 6684, pp. 440--442, 1998.Google ScholarCross Ref
- L. C. Freeman, "Centrality in social networks conceptual clarification," Social Networks, vol. 1, no. 3, pp. 215--239, 1979.Google ScholarCross Ref
- M. E. J. Newman and M. Girvan, "Finding and evaluating community structure in networks," Physical Review E, vol. 69, no. 2, p. 026113, 2004.Google ScholarCross Ref
- L. d. F. Costa, F. A. Rodrigues, G. Travieso, and P. R. Villas Boas, "Characterization of complex networks: A survey of measurements," Advances in Physics, vol. 56, no. 1, pp. 167--242, 2007.Google ScholarCross Ref
- M. E. J. Newman, "Assortative mixing in networks," Physical Review Letters, vol. 89, no. 20, p. 208701, 2002.Google ScholarCross Ref
- S. Malinen, "Understanding user participation in online communities: A systematic literature review of empirical studies," Computers in Human Behavior, vol. 46, pp. 228--238, 2015.Google ScholarDigital Library
- R. P. Karumur, T. T. Nguyen, and J. A. Konstan, "Early activity diversity: Assessing newcomer retention from first-session activity," in Proc. CSCW'16, 2016, pp. 595--608.Google ScholarDigital Library
- A. Halfaker, R. S. Geiger, J. T. Morgan, and J. Riedl, "The rise and decline of an open collaboration system: How wikipedia's reaction to popularity is causing its decline," American Behavioral Scientist, vol. 57, no. 5, pp. 664--688, 2013.Google ScholarCross Ref
- D. Yang, R. Kraut, and J. M. Levine, "Commitment of newcomers and old-timers to online health support communities," in Proc. CHI'17, 2017, pp. 6363--6375.Google ScholarDigital Library
- N. Sun, P. P.-L. Rau, and L. Ma, "Understanding lurkers in online communities: A literature review," Computers in Human Behavior, vol. 38, pp. 110--117, 2014.Google ScholarDigital Library
- B. Nonnecke and J. Preece, "Lurker demographics: Counting the silent," in Proc. CHI'00, 2000, pp. 73--80.Google ScholarDigital Library
- A. Tagarelli and R. Interdonato, "Time-aware analysis and ranking of lurkers in social networks," Social Network Analysis and Mining, vol. 1, no. 5, pp. 1--23, 2015.Google Scholar
- E. Sharma and M. De Choudhury, "Mental health support and its relationship to linguistic accommodation in online communities," in Proc. CHI'18, 2018, pp. 641:1--641:13.Google ScholarDigital Library
- S. Tsugawa, H. Ohsaki, and M. Imase, "Inferring leadership of online development community using topological structure of its social network," Journal of the Infosocionomics Society, vol. 7, no. 1, pp. 17--27, 2012.Google Scholar
- S. L. Toral, M. Rocío Martínez-Torres, F. Barrero, and F. Cortés, "An empirical study of the driving forces behind online communities," Internet Research, vol. 19, no. 4, pp. 378--392, 2009.Google ScholarCross Ref
- P. Singer, F. Flöck, C. Meinhart, E. Zeitfogel, and M. Strohmaier, "Evolution of Reddit: from the front page of the Internet to a self-referential community?" in Proc. WWW'14, 2014, pp. 517--522.Google ScholarDigital Library
- E. Gilbert, "Widespread underprovision on reddit," in Proc. CSCW'13, 2013, pp. 803--808.Google ScholarDigital Library
- T. Weninger, X. A. Zhu, and J. Han, "An exploration of discussion threads in social news sites: A case study of the reddit community," in Proc. ASONAM'13, 2013, pp. 579--583.Google ScholarDigital Library
- D. Choi, J. Han, T. Chung, Y.-Y. Ahn, B.-G. Chun, and T. T. Kwon, "Characterizing conversation patterns in reddit: From the perspectives of content properties and user participation behaviors," in Proc. COSN'15, 2015, pp. 233--243.Google ScholarDigital Library
- Y. Liang, "Knowledge sharing in online discussion threads: What predicts the ratings?" in Proc. CSCW'17, 2017, pp. 146--154.Google ScholarDigital Library
- C. Buntain and J. Golbeck, "Identifying social roles in reddit using network structure," in Proc. WWW'14 Companion, 2014, pp. 615--620.Google ScholarDigital Library
- H. Kwak, C. Lee, H. Park, and S. Moon, "What is twitter, a social network or a news media?" in Proc. WWW'10, 2010, pp. 591--600.Google ScholarDigital Library
- B. Viswanath, A. Mislove, M. Cha, and K. P. Gummadi, "On the evolution of user interaction in Facebook," in Proc. WOSN'09, 2009, pp. 37--42.Google ScholarDigital Library
- S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, and D.-U. Hwang, "Complex networks: Structure and dynamics," Physics Reports, vol. 424, no. 4, pp. 175--308, 2006.Google ScholarCross Ref
- V. D. Blondel, J.-L. Guillaume, R. Lambiotte, and E. Lefebvre, "Fast unfolding of communities in large networks," Journal of Statistical Mechanics: Theory and Experiment, vol. 2008, no. 10, p. P10008, 2008.Google ScholarCross Ref
- S. P. Borgatti and M. G. Everett, "Models of core/periphery structures," Social Networks, vol. 21, no. 4, pp. 375--395, 2000.Google ScholarCross Ref
- L. Breiman, "Random forests," Machine Learning, vol. 45, no. 1, pp. 5--32, 2001.Google ScholarDigital Library
- C. J. V. Rijsbergen, Information Retrieval, 2nd ed. Newton, MA, USA: Butterworth-Heinemann, 1979.Google Scholar
- D. Maloney-Krichmar and J. Preece, "A multilevel analysis of sociability, usability, and community dynamics in an online health community," ACM Transactions on Computer-Human Interaction (TOCHI), vol. 12, no. 2, pp. 201--232, 2005.Google ScholarDigital Library
- Q. Jones, G. Ravid, and S. Rafaeli, "Information overload and the message dynamics of online interaction spaces: A theoretical model and empirical exploration," Information Systems Research, vol. 15, no. 2, pp. 194--210, 2004.Google ScholarDigital Library
- E. Ferrara, O. Varol, C. Davis, F. Menczer, and A. Flammini, "The rise of social bots," Communications of the ACM, vol. 59, no. 7, pp. 96--104, 2016.Google ScholarDigital Library
- C. Danescu-Niculescu-Mizil, R. West, D. Jurafsky, J. Leskovec, and C. Potts, "No country for old members: User lifecycle and linguistic change in online communities," in Proc. WWW'13, 2013, pp. 307--318.Google ScholarDigital Library
- P. Holme, "Modern temporal network theory: a colloquium," The European Physical Journal B, vol. 88, no. 9, pp. 234:1--234:30, 2015.Google ScholarCross Ref
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