Social Media and Collective Intelligence—Ongoing and Future Research Streams

The tremendous growth in the use of Social Media has led to radical paradigm shifts in the ways we communicate, collaborate, consume, and create information. Our focus in this special issue is on the reciprocal interplay of Social Media and Collective Intelligence. We therefore discuss constituting attributes of Social Media and Collective Intelligence, and we structure the rapidly growing body of literature including adjacent research streams such as social network analysis, Web Science, and computational social science. We conclude by making propositions for future research where in particular the disciplines of artificial intelligence, computer science, and information systems can substantially contribute to the interdisciplinary academic discourse.

[1]  Epaminondas Kapetanios,et al.  Quo Vadis computer science: From Turing to personal computer, personal content and collective intelligence , 2008, Data Knowl. Eng..

[2]  Ilhem Allagui,et al.  The Arab Spring and the Role of ICTs Editorial Introduction , 2011 .

[3]  Vivek Kumar Singh,et al.  Agent-Based Computational Modeling of Emergent Collective Intelligence , 2009, ICCCI.

[4]  U. Brandes A faster algorithm for betweenness centrality , 2001 .

[5]  Mark Klein,et al.  Mediating debate through on-line large-scale argumentation: Evidence from the field , 2010, Inf. Sci..

[6]  Peter Fettke,et al.  Organizational and Technological Options for Business Process Management from the Perspective of Web 2.0 , 2010, Bus. Inf. Syst. Eng..

[7]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[8]  Starr Roxanne Hiltz,et al.  Introduction: Social media and collaborative systems for crisis management , 2011, TCHI.

[9]  Iulia Maries,et al.  Towards an Increase of Collective Intelligence within Organizations Using Trust and Reputation Models , 2009, ICCCI.

[10]  Martijn C. Schut,et al.  On model design for simulation of collective intelligence , 2010, Inf. Sci..

[11]  Jason J. Jung Matching Multilingual Tags Based on Community of Lingual Practice from Multiple Folksonomy: A Preliminary Result , 2010, IEA/AIE.

[12]  Thomas Gruber,et al.  Ontology of Folksonomy: A Mash-Up of Apples and Oranges , 2007, Int. J. Semantic Web Inf. Syst..

[13]  A. Pentland,et al.  Collective intelligence , 2006, IEEE Comput. Intell. Mag..

[14]  Tom A. B. Snijders,et al.  Introduction to stochastic actor-based models for network dynamics , 2010, Soc. Networks.

[15]  S. Wasserman,et al.  Logit models and logistic regressions for social networks: I. An introduction to Markov graphs andp , 1996 .

[16]  Peng Wang,et al.  Recent developments in exponential random graph (p*) models for social networks , 2007, Soc. Networks.

[17]  Tony Hey,et al.  The Fourth Paradigm: Data-Intensive Scientific Discovery , 2009 .

[18]  Achim Rettinger,et al.  Deductive and Inductive Stream Reasoning for Semantic Social Media Analytics , 2010, IEEE Intelligent Systems.

[19]  James Flett,et al.  Collective Intelligence and the Possibility of Dissent: Anonymous Individual Opinions in WTO Jurisprudence , 2010 .

[20]  Anthony J. G. Hey,et al.  The Fourth Paradigm: Data-Intensive Scientific Discovery [Point of View] , 2011 .

[21]  P. Metaxas,et al.  Social Media and the Elections , 2012, Science.

[22]  Vladimir Batagelj,et al.  Exploratory Social Network Analysis with Pajek , 2005 .

[23]  Wendy Hall,et al.  Creating a Science of the Web , 2006, Science.

[24]  Daniel J. Brass,et al.  Taking Stock of Networks and Organizations: A Multilevel Perspective , 2004 .

[25]  F. Stokman Evolution of social networks , 1997 .

[26]  Mathias Staudigl,et al.  Evolution of Social Networks , 2012, Eur. J. Oper. Res..

[27]  Kathleen M. Carley,et al.  Network Structure in Virtual Organizations , 1999, J. Comput. Mediat. Commun..

[28]  Stephen A. Greyser,et al.  Sports sponsorship to rally the home team , 2007 .

[29]  Ngoc Thanh Nguyen,et al.  INCONSISTENCY OF KNOWLEDGE AND COLLECTIVE INTELLIGENCE , 2008, Cybern. Syst..

[30]  Chaomei Chen,et al.  Holistic sense-making: conflicting opinions, creative ideas, and collective intelligence , 2007, Libr. Hi Tech.

[31]  S. Borgatti,et al.  The Network Paradigm in Organizational Research: A Review and Typology , 2003 .

[32]  Claudio Cioffi-Revilla Computational Social Science , 2010 .

[33]  Dawn G. Gregg Designing for collective intelligence , 2010, CACM.

[34]  D. Watts,et al.  Viral marketing for the real world , 2007 .

[35]  Ngoc Thanh Nguyen,et al.  Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems, First International Conference, ICCCI 2009, Wroclaw, Poland, October 5-7, 2009. Proceedings , 2009, ICCCI.

[36]  Clay Shirky The political power of social media: Technology, the public sphere, and political change , 2011 .

[37]  Wen Gao,et al.  Vlogging: A survey of videoblogging technology on the web , 2010, CSUR.

[38]  Robin Teigland,et al.  The provision of online public goods: Examining social structure in an electronic network of practice , 2009, Decis. Support Syst..

[39]  Thomas R. Gruber,et al.  Collective knowledge systems: Where the Social Web meets the Semantic Web , 2008, J. Web Semant..

[40]  Eni Mustafaraj,et al.  From Obscurity to Prominence in Minutes: Political Speech and Real-Time Search , 2010 .

[41]  Despina Polemi,et al.  CorpWiki: A self-regulating wiki to promote corporate collective intelligence through expert peer matching , 2010, Inf. Sci..

[42]  Lothar Krempel,et al.  Visualisierung komplexer Strukturen - Grundlagen der Darstellung mehrdimensionaler Netzwerke , 2005 .

[43]  Claudio Cioffi-Revilla,et al.  Computational social science , 2010 .

[44]  D. Watts,et al.  An Experimental Study of Search in Global Social Networks , 2003, Science.

[45]  Larbi Boubchir,et al.  Using multiple uncertain examples and adaptative fuzzy reasoning to optimize image characterization , 2007, Knowl. Based Syst..

[46]  Detlef Schoder,et al.  Analysis of Informal Communication Networks – A Case Study , 2009, Bus. Inf. Syst. Eng..

[47]  Georgia Koutrika,et al.  Guest editorial: Special issue on collective intelligence , 2010, Information Sciences.

[48]  Wen-Tai Hsieh,et al.  A collaborative desktop tagging system for group knowledge management based on concept space , 2009, Expert Syst. Appl..

[49]  David H. Wolpert,et al.  Collective Intelligence , 1999 .

[50]  Shian-Shyong Tseng,et al.  Collaborative real-time traffic information generation and sharing framework for the intelligent transportation system , 2010, Inf. Sci..

[51]  Marcos De Oliveira,et al.  Collective intelligence in law enforcement - The WikiCrimes system , 2010, Inf. Sci..

[52]  James A. Hendler,et al.  Web science: an interdisciplinary approach to understanding the web , 2008, CACM.

[53]  D. Meyer,et al.  Supporting Online Material Materials and Methods Som Text Figs. S1 to S6 References Evidence for a Collective Intelligence Factor in the Performance of Human Groups , 2022 .

[54]  Harold S Luft Data and methods to facilitate delivery system reform: harnessing collective intelligence to learn from positive deviance. , 2010, Health services research.

[55]  Christian Bizer,et al.  Faceted Wikipedia Search , 2010, BIS.

[56]  Ngoc Thanh Nguyen,et al.  Collective Intelligence for Semantic and Knowledge Grid , 2008, J. Univers. Comput. Sci..

[57]  Starr Roxanne Hiltz,et al.  Group Decision Support: The Effects of Designated Human Leaders and Statistical Feedback in Computerized Conferences , 1991, J. Manag. Inf. Syst..

[58]  Pierre Lévy,et al.  From social computing to reflexive collective intelligence: The IEML research program , 2010, Inf. Sci..

[59]  José Carlos Cortizo,et al.  Introduction to the Special Issue: Mining Social Media , 2011, Int. J. Electron. Commer..

[60]  Lada A. Adamic,et al.  Computational Social Science , 2009, Science.

[61]  A. Kaplan,et al.  Users of the world, unite! The challenges and opportunities of Social Media , 2010 .

[62]  Patricia Radin "To me, it's my life": medical communication, trust, and activism in cyberspace. , 2006, Social science & medicine.

[63]  Aniket Kittur,et al.  Coordination in collective intelligence: the role of team structure and task interdependence , 2009, CHI.

[64]  Efraim Turban,et al.  Introduction to the Special Issue Social Commerce: A Research Framework for Social Commerce , 2011, Int. J. Electron. Commer..

[65]  J. Wyatt Decision support systems. , 2000, Journal of the Royal Society of Medicine.

[66]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[67]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[68]  Alexandre Passant,et al.  Combining Structure and Semantics for Ontology-Based Corporate Wikis , 2008, BIS.

[69]  Kathleen M. Carley,et al.  Who You Know vs. What You Know: The Impact of Social Position and Knowledge on Team Performance , 2006 .

[70]  Dong Xu,et al.  Introduction to special issue on social media , 2011, TOMCCAP.

[71]  Dennis F. Galletta,et al.  Individual Centrality and Performance in Virtual R&D Groups: An Empirical Study , 2003, Manag. Sci..

[72]  Gregoris Mentzas,et al.  Collective intelligence for idea management with Internet-based information aggregation markets , 2009, Internet Res..

[73]  M E J Newman,et al.  Modularity and community structure in networks. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[74]  Ramón Compañó,et al.  Grasping the potential of online social networks for foresight , 2007 .

[75]  Daren C. Brabham Crowdsourcing the Public Participation Process for Planning Projects , 2009 .

[76]  Kwang-Seok Hong,et al.  Location awareness-based intelligent multi-agent technology , 2010, Multimedia Systems.

[77]  P. Lévy,et al.  Le jeu de l'intelligence collective , 2003 .

[78]  Harri Oinas-Kukkonen,et al.  Social Networks and Information Systems: Ongoing and Future Research Streams , 2010, J. Assoc. Inf. Syst..

[79]  Dawn G. Gregg Developing a collective intelligence application for special education , 2009, Decis. Support Syst..

[80]  Bruno S. Silvestre,et al.  Social Media? Get Serious! Understanding the Functional Building Blocks of Social Media , 2011 .

[81]  Hsinchun Chen,et al.  Special Issue on Social Media Analytics: Understanding the Pulse of the Society , 2011, IEEE Trans. Syst. Man Cybern. Part A.

[82]  Ilhem Allagui,et al.  The Arab Spring and the Role of ICTs| Introduction , 2011 .

[83]  Nigel Shadbolt,et al.  Web science emerges. , 2008, Scientific American.