Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.5555/2675983.2676039acmconferencesArticle/Chapter ViewAbstractPublication PageswscConference Proceedingsconference-collections
research-article

An agent-based simulation study of a complex adaptive collaboration network

Published: 08 December 2013 Publication History

Abstract

One of the most significant problems in organizational scholarship is to discern how social collectives govern, organize, and coordinate the actions of individuals to achieve collective outcomes. The collectives are usually interpreted as complex adaptive systems (CAS). The understanding of CAS is more likely to arise with the help of computer-based simulations. In this tutorial, using agent-based modeling approach, a complex adaptive social communication network model is introduced. The objective is to present the underlying dynamics of the system in a form of computer simulation that enables analyzing the impacts of various mechanisms on network topologies and emergent behaviors. The ultimate goal is to further our understanding of the dynamics in the system and facilitate developing informed policies for decision-makers.

References

[1]
Albert, R., and A. Barabási. 2002. "Statistical mechanics of complex networks". Reviews of modern physics 74 (1): 47.
[2]
Ariely, D. 2008. Predictably Irrational: The Hidden Forces That Shape Our Decisions. 1 ed. HarperCollins.
[3]
Axtell, R., and J. Epstein. 2006. "Coordination in transient social networks: an agent-based computational model of the timing of retirement". In Generative social science: Studies in agent-based computational modeling. Princeton Univ Press.
[4]
Barabasi, A. 2002. Linked: The New science of networks. Perseus Books.
[5]
Bharathy, G. K., and B. Silverman. 2010. "Validating agent based social systems models". In Proceedings of the Winter Simulation Conference, 441--453. Winter Simulation Conference.
[6]
Borgatti, S., and M. Everett. 2000. "Models of core/periphery structures". Social networks 21 (4): 375--395.
[7]
Boyd, J., W. Fitzgerald, and R. Beck. 2006. "Computing core/periphery structures and permutation tests for social relations data". Social networks 28 (2): 165--178.
[8]
Burt, R. 1995. Structural holes: The social structure of competition. Harvard University Press.
[9]
Camazine, S. 2003. Self-organization in biological systems. Princeton Univ Pr.
[10]
Charnov, E. 1976. "Optimal foraging, the marginal value theorem". Theoretical population biology 9:129--136.
[11]
Holland, J. 1996. Hidden order: How adaptation builds complexity. Basic Books.
[12]
Krebs, V., and J. Holley. 2002. "Building sustainable communities through network building". Technical report.
[13]
Monge, P., and N. Contractor. 2003. Theories of communication networks. Oxford University Press, USA.
[14]
North, M. J., N. T. Collier, J. Ozik, E. R. Tatara, C. M. Macal, M. Bragen, and P. Sydelko. 2013, March. "Complex adaptive systems modeling with Repast Simphony". Complex Adaptive Systems Modeling 1 (3): 1--1.
[15]
Olson, M. 1974. The logic of collective action: Public goods and the theory of groups. Harvard University Press.
[16]
O'Mahony, S., and F. Ferraro. 2007. "The emergence of governance in an open source community". Academy of Management Journal 50 (5): 1079--1106.
[17]
Ozmen, O. 2013, February. Exploring the Impact of Socio-technical Communication Styles on the Robustness and Innovation Potential of Global Participatory Science. Ph. D. thesis, Auburn University.
[18]
Page, S. 2010. Diversity and complexity. Princeton Univ Pr.
[19]
Pirolli, P. 2007, April. Information foraging theory: Adaptive interaction with information. Oxford University Press, USA.
[20]
Pirolli, P., and S. Card. 1999. "Information foraging.". Psychological review 106 (4): 643.
[21]
Robinson, S., R. Brooks, K. Kotiadis, and D. Van Der Zee. 2010. Conceptual modeling for discrete-event simulation. CRC Press, Inc. Boca Raton, FL, USA.
[22]
Rowley, T. 1997. "Moving beyond dyadic ties: A network theory of stakeholder influences". The academy of management review 22 (4): 887--910.
[23]
Sargent, R. 2005. "Verification and validation of simulation models". In Proceedings of the 37th conference on Winter simulation conference, 130--143.
[24]
Shlesinger, M. F. 2007, September. "Complex Adaptive Systems: An Introduction to Computational Models of Social Life". Journal of Statistical Physics 129 (2): 409--410.
[25]
Stirling, A. 2007, February. "A general framework for analysing diversity in science, technology and society". Journal of The Royal Society Interface 4 (15): 707--719.
[26]
Wagner, C. 2008. The new invisible college: Science for development. Brookings Inst Pr.
[27]
Wasserman, S. 1994. Social network analysis: Methods and applications. Cambridge university press.
[28]
Wynn, D. 2003. "Organizational structure of open source projects: A life cycle approach". In 7th Annual Conference of the Southern Association for Information Systems, Georgia.
[29]
Yam, B. 2005. Making Things Work: Solving Complex Problems in a Complex World. NECSI Knowledge Press.
[30]
Yilmaz, L. 2008. "Innovation systems are self-organizing complex adaptive systems". In Association for the Advancement of Artificial Intelligence.
[31]
Zou, G., and L. Yilmaz. 2011. "Dynamics of knowledge creation in global participatory science communities: open innovation communities from a network perspective". Computational and Mathematical Organization Theory 17 (1): 35--58.

Cited By

View all
  • (2017)A Framework for Large Scale Complex Adaptive Systems Modeling, Simulation, and AnalysisProceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems10.5555/3091125.3091454(1824-1825)Online publication date: 8-May-2017
  • (2017)Large-Scale Complex Adaptive Systems using Multi-Agent Modeling and SimulationProceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems10.5555/3091125.3091335(1478-1480)Online publication date: 8-May-2017
  • (2016)CASLProceedings of the 2016 Winter Simulation Conference10.5555/3042094.3042257(1241-1252)Online publication date: 11-Dec-2016
  1. An agent-based simulation study of a complex adaptive collaboration network

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    WSC '13: Proceedings of the 2013 Winter Simulation Conference: Simulation: Making Decisions in a Complex World
    December 2013
    4386 pages
    ISBN:9781479920778

    Sponsors

    • IIE: Institute of Industrial Engineers
    • INFORMS-SIM: Institute for Operations Research and the Management Sciences: Simulation Society
    • ASA: American Statistical Association
    • SIGSIM: ACM Special Interest Group on Simulation and Modeling
    • SCS: Society for Modeling and Simulation International
    • ASIM: Arbeitsgemeinschaft Simulation
    • IEEE/SMCS: Institute of Electrical and Electronics Engineers/Systems, Man, and Cybernetics Society
    • NIST: National Institute of Standards & Technology

    Publisher

    IEEE Press

    Publication History

    Published: 08 December 2013

    Check for updates

    Qualifiers

    • Research-article

    Conference

    WSC '13
    Sponsor:
    • IIE
    • INFORMS-SIM
    • ASA
    • SIGSIM
    • SCS
    • ASIM
    • IEEE/SMCS
    • NIST
    WSC '13: Winter Simulation Conference
    December 8 - 11, 2013
    D.C., Washington

    Acceptance Rates

    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)0
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 10 Nov 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2017)A Framework for Large Scale Complex Adaptive Systems Modeling, Simulation, and AnalysisProceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems10.5555/3091125.3091454(1824-1825)Online publication date: 8-May-2017
    • (2017)Large-Scale Complex Adaptive Systems using Multi-Agent Modeling and SimulationProceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems10.5555/3091125.3091335(1478-1480)Online publication date: 8-May-2017
    • (2016)CASLProceedings of the 2016 Winter Simulation Conference10.5555/3042094.3042257(1241-1252)Online publication date: 11-Dec-2016

    View Options

    Get Access

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media