Abstract
We review some recent endeavors and add some new results to characterize and understand underlying mechanisms in Wikipedia (WP), the paradigmatic example of collaborative value production. We analyzed the statistics of editorial activity in different languages and observed typical circadian and weekly patterns, which enabled us to estimate the geographical origins of contributions to WPs in languages spoken in several time zones. Using a recently introduced measure we showed that the editorial activities have intrinsic dependencies in the burstiness of events. A comparison of the English and Simple English WPs revealed important aspects of language complexity and showed how peer cooperation solved the task of enhancing readability. One of our focus issues was characterizing the conflicts or edit wars in WPs, which helped us to automatically filter out controversial pages. When studying the temporal evolution of the controversiality of such pages we identified typical patterns and classified conflicts accordingly. Our quantitative analysis provides the basis of modeling conflicts and their resolution in collaborative environments and contribute to the understanding of this issue, which becomes increasingly important with the development of information communication technology.
Similar content being viewed by others
Notes
Except deleted revisions, which are only available for admins and higher, and “overseen” revisions, which are accessible by no one.
References
Aaltonen, A., Lanzara, G.F.: Governing complex social production in the Internet: the emergence of a collective capability in Wikipedia (2011). In Decade in Internet Time Symposium
Adler, B.T., de Alfaro, L.: A content-driven reputation system for the Wikipedia. Tech. Rep. ucsc-crl-06-18, School of Engineering, University of California, Santa Cruz (2006)
Adler, B.T., de Alfaro, L., Mola-Velasco, S., Rosso, P., West, A.: Wikipedia vandalism detection: combining natural language, metadata, and reputation features. In: Gelbukh, A. (ed.) Computational Linguistics and Intelligent Text Processing. Lecture Notes in Computer Science, vol. 6609, pp. 277–288. Springer, Berlin (2011)
Almeida, R.B., Mozafari, B., Cho, J.: On the evolution of Wikipedia. In: Proceedings of the International Conference on Weblogs and Social Media, ICWSM’07 (2007)
Apic, G., Betts, M.J., Russell, R.: Content disputes in Wikipedia reflect geopolitical instability. PLoS ONE 06(6), e20902 (2011)
Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.: Dbpedia: a nucleus for a web of open data. In: Aberer, K., Choi, K.S., Noy, N., Allemang, D., Lee, K.I., Nixon, L., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) The Semantic Web. Lecture Notes in Computer Science, vol. 4825, pp. 722–735. Springer, Berlin (2007)
Ayers, P., Priedhorsky, R.: Wikilit: collecting the wiki and Wikipedia literature. In: Proceedings of the 7th International Symposium on Wikis and Open Collaboration, WikiSym ’11, pp. 229–230. ACM, New York (2011)
Barabási, A.L.: The origin of bursts and heavy tails in human dynamics. Nature 435(7039), 207–211 (2005)
Besten, M.D., Dalle, J.: Keep it simple: a companion for simple Wikipedia? Ind. Innov. 15(2), 169–178 (2008)
Bohannon, J.: Tracking people’s electronic footprints. Science 314(5801), 914–916 (2006)
Brandes, U., Lerner, J.: Visual analysis of controversy in user-generated encyclopedias. Inf. Vis. 7(1), 34–48 (2008)
Buriol, L.S., Castillo, C., Donato, D., Leonardi, S., Millozzi, S.: Temporal analysis of the wikigraph. In: Proc. of Web Intelligence, Hong Kong, pp. 45–51 (2006)
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: Proceedings of the Twenty-Sixth Annual SIGCHI Conference on Human Factors in Computing Systems, CHI ’08, pp. 1101–1110. ACM, New York (2008)
Capocci, A., Servedio, V.D.P., Colaiori, F., Buriol, L.S., Donato, D., Leonardi, S., Caldarelli, G.: Preferential attachment in the growth of social networks: the Internet encyclopedia Wikipedia. Phys. Rev. E 74, 036116 (2006)
Capocci, A., Rao, F., Caldarelli, G.: Taxonomy and clustering in collaborative systems: the case of the on-line encyclopedia Wikipedia. Europhys. Lett. 81(2), 28006 (2008)
Chakrabarti, B.K., Chakraborti, A., Chatterjee, A. (eds.): Econophysics and Sociophysics: Trends and Perspectives. Wiley-VCH, Berlin (2006)
Cohen, J.: Computational methods for historical research on Wikipedia’s archives. e-Res. 1(2), 67–72 (2010)
Coster, W., Kauchak, D.: Simple English Wikipedia: a new text simplification task. In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics, HLT ’11, pp. 665–669. Association for Computational Linguistics, Stroudsburg (2011)
Danescu-Niculescu-Mizil, C., Lee, L., Pang, B., Kleinberg, J.: Echoes of power: language effects and power differences in social interaction. In: Proceeding of the 21st International Conference on World Wide Web, WWW’12, pp. 699–708. ACM, New York (2012). Preprint arXiv:1112.3670
Deffuant, G., Neau, D., Amblard, F., Weisbuch, G.: Mixing beliefs among interacting agents. Adv. Complex Syst. 3(4), 87–98 (2000)
Denoyer, L., Gallinari, P.: The Wikipedia XML Corpus. ACM SIGIR forum. In: European Academy of Management Annual Conference 2010, Rome, Italy, vol. 40(1) (2006)
Derthick, K., Tsao, P., Kriplean, T., Borning, A., Zachry, M., McDonald, D.: Collaborative sensemaking during admin permission granting in Wikipedia. In: Ozok, A., Zaphiris, P. (eds.) Online Communities and Social Computing. Lecture Notes in Computer Science, vol. 6778, pp. 100–109. Springer, Berlin (2011)
Felipe, O.: Wikipedia: a quantitative analysis. Ph.D. thesis, University Rey Juan Carlos, Madrid, Spain (2009)
Flesch, R.: How to Write Plain English. Harper & Row, New York (1979)
Gabrilovich, E., Markovitch, S.: Wikipedia-based semantic interpretation for natural language processing. J. Artif. Intell. Res. 34, 443–498 (2009)
Giles, J.: Internet encyclopaedias go head to head. Nature 438, 900 (2005)
Goh, K.I., Barabási, A.L.: Burstiness and memory in complex systems. Europhys. Lett. 81(4), 48002 (2008)
Gómez, V., Kappen, H.J., Kaltenbrunner, A.: Modeling the structure and evolution of discussion cascades. In: Proceedings of the 22nd ACM Conference on Hypertext and Hypermedia, HT ’11, pp. 181–190. ACM, New York (2011)
Gunning, R.: The Technique of Clear Writing. McGraw-Hill, New York (1952)
Gunning, R.: The fog index after twenty years. J. Bus. Commun. 6(2), 3–13 (1969)
Halavais, A., Lackaff, D.: An analysis of topical coverage of Wikipedia. J. Comput.-Mediat. Commun. 13(2), 429–440 (2008)
Hardy, D., Frew, J., Goodchild, M.F.: Volunteered geographic information production as a spatial process. Int. J. Geogr. Inf. Sci. 26(7), 1191–1212 (2012)
Hautasaari, A., Ishida, T.: Analysis of discussion contributions in translated Wikipedia articles. In: Proceedings of the 4th International Conference on Intercultural Collaboration, ICIC ’12, pp. 57–66. ACM, New York (2012)
Heaps, H.S.: Information Retrieval: Computational and Theoretical Aspects. Academic Press, Orlando (1978)
Herdan, G.: Quantitative Linguistics. Butterworths, Washington (1964)
Holloway, T., Bozicevic, M., Börner, K.: Analyzing and visualizing the semantic coverage of Wikipedia and its authors. Complexity 12(3), 30–40 (2007)
Hu, M., Lim, E.P., Sun, A., Lauw, H.W., Vuong, B.Q.: Measuring article quality in Wikipedia: models and evaluation. In: Proceedings of the Sixteenth ACM Conference on Conference on Information and Knowledge Management, CIKM ’07, pp. 243–252. ACM, New York (2007)
Javanmardi, S., Lopes, C.: Statistical measure of quality in Wikipedia. In: Proceedings of the First Workshop on Social Media Analytics, SOMA ’10, pp. 132–138. ACM, New York (2010)
Javanmardi, S., Ganjisaffar, Y., Lopes, C., Baldi, P.: User contribution and trust in Wikipedia. In: 5th International Conference on Collaborative Computing: Networking, Applications and Worksharing, 2009. CollaborateCom 2009, pp. 1–6 (2009)
Javanmardi, S., Lopes, C., Baldi, P.: Modeling user reputation in Wikis. Stat. Anal. Data Min. 3(2), 126–139 (2010)
Jones, J.: Patterns of revision in online writing. Writ. Commun. 25(2), 262–289 (2008)
Jullien, N.: What we know about Wikipedia: a review of the literature analyzing the project(s) (2012). Available at SSRN http://ssrn.com/abstract=2053597
Kaltenbrunner, A., Laniado, D.: There is no deadline—time evolution of Wikipedia discussions. In: Proceedings of the 8th International Symposium on Wikis and Open Collaboration, WikiSym’12, Linz (2012)
Kämpf, M., Tismer, S., Kantelhardt, J.W., Muchnik, L.: Fluctuations in Wikipedia access-rate and edit-event data. Phys. A, Stat. Mech. Appl. 391(23), 6101–6111 (2012)
Karkulahti, O., Kangasharju, J.: Surveying Wikipedia activity: collaboration, commercialism, and culture. In: 2012 International Conference on Information Networking (ICOIN), pp. 384–389 (2012)
Karsai, M., Kaski, K., Barabási, A.L., Kertész, J.: Universal features of correlated bursty behaviour. Sci. Rep. 2, 397 (2012)
Keegan, B., Gergle, D., Contractor, N.: Hot off the wiki: dynamics, practices, and structures in Wikipedia’s coverage of the Tōhoku catastrophes. In: Proceedings of the 7th International Symposium on Wikis and Open Collaboration, WikiSym ’11, pp. 105–113. ACM, New York (2011)
Kittur, A., Kraut, R.E.: Harnessing the wisdom of crowds in Wikipedia: quality through coordination. In: Proceedings of the 2008 ACM Conference on Computer Supported Cooperative Work, CSCW ’08, pp. 37–46. ACM, New York (2008)
Kittur, A., Pendleton, B.A., Suh, B., Mytkowicz, T.: Power of the few vs. wisdom of the crowd: Wikipedia and the rise of the bourgeoisie. In: CHI ’07: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (2007)
Kittur, A., Chi, E.H., Suh, B.: What’s in Wikipedia?: mapping topics and conflict using socially annotated category structure. In: Proceedings of the 27th International Conference on Human Factors in Computing Systems, CHI ’09, pp. 1509–1512. ACM, New York (2009)
Kornai, A.: Language death in the digital age (2012, to be published)
Lam, S.T.K., Uduwage, A., Dong, Z., Sen, S., Musicant, D.R., Terveen, L., Riedl, J.: Wp:clubhouse?: an exploration of Wikipedia’s gender imbalance. In: Proceedings of the 7th International Symposium on Wikis and Open Collaboration, WikiSym ’11, pp. 1–10. ACM, New York (2011)
Laniado, D., Tasso, R., Volkovich, Y., Kaltenbrunner, A.: When the Wikipedians talk: network and tree structure of Wikipedia discussion pages. In: 5th International AAAI Conference on Weblogs and Social Media, ICWSM 2011, pp. 177–184 (2011)
Laniado, D., Castillo, C., Kaltenbrunner, A., Fuster Morell, M.: Emotions and dialogue in a peer-production community: the case of Wikipedia. In: Proceedings of the 8th International Symposium on Wikis and Open Collaboration, WikiSym’12, Linz (2012)
Lazer, D., Pentland, A., Adamic, L., Aral, S., Barabási, A.L., Brewer, D., Christakis, N., Contractor, N., Fowler, J., Gutmann, M., Jebara, T., King, G., Macy, M., Roy, D., Van Alstyne, M.: Computational social science. Science 323(5915), 721–723 (2009)
Lee, J.B., Cabunducan, G., Cabarle, F.G.C., Castillo, R., Malinao, J.A.: Uncovering the social dynamics of online elections. J. Univers. Comput. Sci. 18(4), 487–505 (2012)
Leskovec, J., Huttenlocher, D., Kleinberg, J.: Governance in social media: a case study of the Wikipedia promotion process. In: Proceedings of the International Conference on Weblogs and Social Media, ICWSM’10 (2010)
Leuf, B., Cunningham, W.: The Wiki Way: Quick Collaboration on the Web. Addison-Wesley, Longman, Boston (2001)
Luyt, B., Aaron, T.C.H., Thian, L.H., Hong, C.K.: Improving Wikipedia’s accuracy: is edit age a solution? J. Am. Soc. Inf. Sci. Technol. 59(2), 318–330 (2008)
Massa, P.: Social networks of Wikipedia. In: Proceedings of the 22nd ACM Conference on Hypertext and Hypermedia, HT ’11, pp. 221–230. ACM, New York (2011)
Masucci, A.P., Kalampokis, A., Eguíluz, V.M., Hernández-García, E.: Wikipedia information flow analysis reveals the scale-free architecture of the semantic space. PLoS ONE 6(2), e17333 (2011)
Mestyán, M., Yasseri, T., Kertész, J.: Early prediction of movie box office success based on Wikipedia activity big data (2012, submitted). Preprint arXiv:1211.0970
Muchnik, L., Itzhack, R., Solomon, S., Louzoun, Y.: Self-emergence of knowledge trees: extraction of the Wikipedia hierarchies. Phys. Rev. E 76, 016106 (2007)
Napoles, C., Dredze, M.: Learning simple Wikipedia: a cogitation in ascertaining abecedarian language. In: Proceedings of the NAACL HLT 2010 Workshop on Computational Linguistics and Writing, CL&W ’10, pp. 42–50. Association for Computational Linguistics, Stroudsburg (2010)
Nielsen, F.A.: Wikipedia research and tools: review and comments (2011). Available at http://www2.imm.dtu.dk/pubdb/views/edoc_download.php/6012/pdf/imm6012.pdf
Okoli, C., Mehdi, M., Mesgari, M., Nielsen, F.A., Lanamäki, A.: The people’s encyclopedia under the gaze of the sages: a systematic review of scholarly research on Wikipedia (2012). Available at SSRN http://ssrn.com/abstract=2021326
Ortega, F., Gonzalez-Barahona, J., Robles, G.: On the inequality of contributions to Wikipedia. In: Proceedings of the 41st Annual Hawaii International Conference on System Sciences, p. 304 (2008)
Park, T.K.: The visibility of Wikipedia in scholarly publications. First Monday 16(8) (2011)
Pentzold, C., Seidenglanz, S.: Foucault@wiki: first steps towards a conceptual framework for the analysis of wiki discourses. In: Proceedings of the 2006 International Symposium on Wikis, WikiSym ’06, pp. 59–68. ACM, New York (2006)
Ponzetto, S.P., Strube, M.: Knowledge derived from Wikipedia for computing semantic relatedness. J. Artif. Intell. Res. 30, 181–212 (2007)
Potthast, M., Stein, B., Gerling, R.: Automatic vandalism detection in Wikipedia. In: Proceedings of the IR Research, 30th European Conference on Advances in Information Retrieval, ECIR’08, pp. 663–668. Springer, Berlin (2008)
Ratkiewicz, J., Flammini, A., Menczer, F.: Traffic in social media I: Paths through information networks. In: 2010 IEEE Second International Conference on Social Computing (SocialCom), pp. 452–458 (2010)
Ratkiewicz, J., Fortunato, S., Flammini, A., Menczer, F., Vespignani, A.: Characterizing and modeling the dynamics of online popularity. Phys. Rev. Lett. 105, 158701 (2010)
Ratkiewicz, J., Menczer, F., Fortunato, S., Flammini, A., Vespignani, A.: Traffic in social media II: Modeling bursty popularity. In: 2010 IEEE Second International Conference on Social Computing (SocialCom), pp. 393–400 (2010)
Reinoso, A.J., Gonzalez-Barahona, J.M., Muñoz-Mansilla, R., Herraiz, I.: Temporal characterization of the requests to Wikipedia. In: Proceedings of the 5th International Workshop on New Challenges in Distributed Information Filtering and Retrieval (DART 2011), vol. 771 (2011)
Restivo, M., van de Rijt, A.: Experimental study of informal rewards in peer production. PLoS ONE 07(7), e34358 (2012)
Rivest, R.L.: The md5 message-digest algorithm. Internet Request for Comments. RFC 1321 (1992)
Roth, C., Taraborelli, D., Gilbert, N.: Measuring wiki viability: an empirical assessment of the social dynamics of a large sample of wikis. In: Proceedings of the 4th International Symposium on Wikis, WikiSym ’08, pp. 27:1–27:5. ACM, New York (2008)
Rung, A., Yasseri, T., Kornai, A., Kertész, J.: Editorial relations in controversial Wikipedia articles (2012, to be published)
Samson, K., Nowak, A.: Linguistic signs of destructive and constructive processes in conflict. In: IACM 23rd Annual Conference Paper (2010)
Schneider, J., Passant, A., Breslin, J.: A qualitative and quantitative analysis of how Wikipedia talk pages are used. In: Proceedings of the WebSci10: Extending the Frontiers of Society, April 26–27th, 2010, Raleigh, NC: US, pp. 1–7 (2010)
Sepehri Rad, H., Barbosa, D.: Identifying controversial articles in Wikipedia: a comparative study. In: Proceedings of the 8th International Symposium on Wikis and Open Collaboration, WikiSym’12, Linz (2012)
Sepehri Rad, H., Makazhanov, A., Rafiei, D., Barbosa, D.: Leveraging editor collaboration patterns in Wikipedia. In: Proceedings of the 23rd ACM Conference on Hypertext and Social Media, HT ’12, pp. 13–22. ACM, New York (2012)
Serrano, M.A., Flammini, A., Menczer, F.: Modeling statistical properties of written text. PLoS ONE 4(4), e5372 (2009)
Silva, F., Viana, M., Travençolo, B., Costa, L. da F.: Investigating relationships within and between category networks in Wikipedia. J. Informetr. 5(3), 431–438 (2011)
Smets, K., Goethals, B., Verdonk, B.: Automatic vandalism detection in Wikipedia: towards a machine learning approach. In: AAAI Workshop Wikipedia and Artificial Intelligence: An Evolving Synergy, WikiAI08, pp. 43–48. AAAI Press, Menlo Park (2008)
Strube, M., Ponzetto, S.P.: Wikirelate! computing semantic relatedness using Wikipedia. In: Proceedings of the 21st National Conference on Artificial Intelligence, vol. 2, pp. 1419–1424. AAAI Press, Menlo Park (2006)
Stvilia, B., Twidale, M.B., Smith, L.C., Gasser, L.: Information quality work organization in Wikipedia. J. Am. Soc. Inf. Sci. Technol. 59(6), 983–1001 (2008)
Suchecki, K., Salah, A., Gao, C., Scharnhorst, A.: Evolution of Wikipedia’s category structure. Adv. Complex Syst. 15(supp01), 1250068 (2012)
Suh, B., Convertino, G., Chi, E.H., Pirolli, P.: The singularity is not near: slowing growth of Wikipedia. In: Proceedings of the 5th International Symposium on Wikis and Open Collaboration, WikiSym ’09, pp. 8:1–8:10. ACM, New York (2009)
Sumi, R., Yasseri, T., Rung, A., Kornai, A., Kertész, J.: Characterization and prediction of Wikipedia edit wars. In: Proceedings of the ACM WebSci’11, Koblenz, Germany, pp. 1–3 (2011)
Sumi, R., Yasseri, T., Rung, A., Kornai, A., Kertész, J.: Edit wars in Wikipedia. In: 2011 IEEE Third International Conference on Privacy, Security, Risk and Trust (PASSAT), and 2011 IEEE Third International Conference on Social Computing (SocialCom), pp. 724–727 (2011)
Taraborelli, D., Ciampaglia, G.: Beyond notability. Collective deliberation on content inclusion in Wikipedia. In: 2010 Fourth IEEE International Conference on Self-adaptive and Self-organizing Systems Workshop (SASOW), pp. 122–125 (2010)
Török, J., Iñiguez, G., Yasseri, T., San Miguel, M., Kaski, K., Kertész, J.: Opinions, conflicts, and consensus: modeling social dynamics in a collaborative environment. Phys. Rev. Lett. 110, 088701. (2013). Priprint arXiv:1207.4914
Tyers, F., Pienaar, J.: Extracting bilingual word pairs from Wikipedia. In: Proceedings of the SALTMIL Workshop at Language Resources and Evaluation Conference, LREC’08 (2008)
Ung, H.M., Dalle, J.M.: Characterizing online communities with their “signals”. In: European Academy of Management Annual Conference 2010, Rome, Italy (2010)
Viegas, F.B., Wattenberg, M., Kriss, J., van Ham, F.: Talk before you type: coordination in Wikipedia. In: 40th Annual Hawaii International Conference on System Sciences, 2007. HICSS 2007, p. 78 (2007)
Völkel, M., Krötzsch, M., Vrandecic, D., Haller, H., Studer, R.: Semantic Wikipedia. In: Proceedings of the 15th International Conference on World Wide Web, WWW ’06, pp. 585–594. ACM, New York (2006)
Voss, J.: Measuring Wikipedia. In: International Conference of the International Society for Scientometrics and Informetrics: 10th, Stockholm (Sweden), 24–28 July 2005 (2005)
Vuong, B.Q., Lim, E.P., Sun, A., Le, M.T., Lauw, H.W., Chang, K.: On ranking controversies in Wikipedia: models and evaluation. In: Proceedings of the International Conference on Web Search and Web Data Mining, WSDM ’08, pp. 171–182. ACM, New York (2008)
Wattenberg, M., Viégas, F., Hollenbach, K.: Visualizing activity on Wikipedia with chromograms. In: Baranauskas, C., Palanque, P., Abascal, J., Barbosa, S. (eds.) Human-Computer Interaction—INTERACT 2007. Lecture Notes in Computer Science, vol. 4663, pp. 272–287. Springer, Berlin (2007)
West, A.G., Kannan, S., Lee, I.: Detecting Wikipedia vandalism via spatio-temporal analysis of revision metadata. In: Proceedings of the Third European Workshop on System Security, pp. 22–28. ACM, New York (2010)
Wikipedia: World wide web—Wikipedia, the free encyclopedia (2012). URL http://en.wikipedia.org/w/index.php?title=World_Wide_Web&oldid=508583126. Online. Accessed 22 August 2012
Wilkinson, D.M.: Strong regularities in online peer production. In: Proceedings of the 9th ACM Conference on Electronic Commerce, EC ’08, pp. 302–309. ACM, New York (2008)
Wilkinson, D.M., Huberman, B.A.: Assessing the value of cooperation in Wikipedia. First Monday 12(4) (2007)
Wu, Q., Irani, D., Pu, C., Ramaswamy, L.: Elusive vandalism detection in Wikipedia: a text stability-based approach. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, CIKM ’10, pp. 1797–1800. ACM, New York (2010)
Wu, G., Harrigan, M., Cunningham, P.: Characterizing Wikipedia pages using edit network motif profiles. In: Proceedings of the 3rd International Workshop on Search and Mining User-Generated Contents, SMUC ’11, pp. 45–52. ACM, New York (2011)
Yasseri, T., Kornai, A., Kertész, J.: A practical approach to language complexity: a Wikipedia case study. PLoS ONE 7(11), e48386 (2012)
Yasseri, T., Sumi, R., Kertész, J.: Circadian patterns of Wikipedia editorial activity: a demographic analysis. PLoS ONE 7(1), e30091 (2012)
Yasseri, T., Sumi, R., Rung, A., Kornai, A., Kertész, J.: Dynamics of conflicts in Wikipedia. PLoS ONE 7(6), e38869 (2012)
Yasseri, T., Spoerri, A., Graham, M., Kertész, J.: The most controversial topics in Wikipedia: a multilingual analysis (2013, in preparation)
Yatskar, M., Pang, B., Danescu-Niculescu-Mizil, C., Lee, L.: For the sake of simplicity: unsupervised extraction of lexical simplifications from Wikipedia. In: Human Language Technologies 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, HLT ’10, pp. 365–368. Association for Computational Linguistics, Stroudsburg (2010)
Zesch, T., Müller, C., Gurevych, I.: Extracting lexical semantic knowledge from Wikipedia and Wiktionary. In: Proceedings of the Conference on Language Resources and Evaluation, LREC (2008)
Zipf, G.K.: The Psycho-Biology of Language: An Introduction to Dynamic Philology. MIT Press, Cambridge (1935)
Zlatić, V., Štefančić, H.: Model of Wikipedia growth based on information exchange via reciprocal arcs. Europhys. Lett. 93(5), 58005 (2011)
Zlatić, V., Božičević, M., Štefančić, H., Domazet, M.: Wikipedias: collaborative web-based encyclopedias as complex networks. Phys. Rev. E 74, 016115 (2006)
Acknowledgements
We would like to thank our collaborators: Gerardo Iñiguez, Kimmo Kaski, András Kornai, András Rung, Maxi San Miguel, Róbert Sumi, János Török. Discussions, advise and help with the data are gratefully acknowledged to Farzaneh Kaveh, Santo Fortunato, Márton Mestyán, Andrzej Nowak, Hoda Sepehri Rad, Attila Zséder, Gábor Recski, Peter Reuvern, and Katarzyna Samson.
Author information
Authors and Affiliations
Corresponding author
Additional information
Supported by EU’s FP7 FET Open STREP Project: ICTeCollective No. 238597.
Rights and permissions
About this article
Cite this article
Yasseri, T., Kertész, J. Value Production in a Collaborative Environment. J Stat Phys 151, 414–439 (2013). https://doi.org/10.1007/s10955-013-0728-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10955-013-0728-6