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Analysis of cluster formations on planer cells based on genetic programming

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  • Jianjun Lu

    (China Agricultural University)

  • Shozo Tokinaga

    (Kyushu University)

Abstract

This paper offers an analysis of cluster formations on planer cells comprised of multi-agents utilizing local interactions and state transitions based on Genetic Programming (GP) and its applications. First, we illustrate that if the states of agents are allowed to have continuous values, equilibrium is attained on the basis of the fixed-point theorem. We also show that if the agents are restricted to binary states, equilibrium is attained in an asymptotic sense. However, for agents characterized by more than one state, the attainment of equilibrium is not ensured. We examine our results by using a simulation wherein agents learn from past experiences based on GP. Finally, we demonstrate a system comprised of cluster formations on planer cells comprised of artificial agents, and apply this system to the clustering of employees in firms.

Suggested Citation

  • Jianjun Lu & Shozo Tokinaga, 2013. "Analysis of cluster formations on planer cells based on genetic programming," Computational and Mathematical Organization Theory, Springer, vol. 19(4), pages 426-445, December.
  • Handle: RePEc:spr:comaot:v:19:y:2013:i:4:d:10.1007_s10588-012-9112-3
    DOI: 10.1007/s10588-012-9112-3
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    1. Oomes, Nienke, 2003. "Local trade networks and spatially persistent unemployment," Journal of Economic Dynamics and Control, Elsevier, vol. 27(11-12), pages 2115-2149, September.
    2. Andreas Flache & Michael Mäs, 2008. "How to get the timing right. A computational model of the effects of the timing of contacts on team cohesion in demographically diverse teams," Computational and Mathematical Organization Theory, Springer, vol. 14(1), pages 23-51, March.
    3. Outkin, Alexander V., 2003. "Cooperation and local interactions in the Prisoners' Dilemma Game," Journal of Economic Behavior & Organization, Elsevier, vol. 52(4), pages 481-503, December.
    4. Tesfatsion, Leigh, 2001. "Structure, behavior, and market power in an evolutionary labor market with adaptive search," Journal of Economic Dynamics and Control, Elsevier, vol. 25(3-4), pages 419-457, March.
    5. Fagiolo, Giorgio, 2005. "Endogenous neighborhood formation in a local coordination model with negative network externalities," Journal of Economic Dynamics and Control, Elsevier, vol. 29(1-2), pages 297-319, January.
    6. Lucio Biggiero & Enrico Sevi, 2009. "Opportunism by cheating and its effects on industry profitability. The CIOPS model," Computational and Mathematical Organization Theory, Springer, vol. 15(3), pages 191-236, September.
    7. Marshall Van Alstyne & Erik Brynjolfsson, 2005. "Global Village or Cyber-Balkans? Modeling and Measuring the Integration of Electronic Communities," Management Science, INFORMS, vol. 51(6), pages 851-868, June.
    8. Marco Raberto & Andrea Teglio & Silvano Cincotti, 2008. "Integrating Real and Financial Markets in an Agent-Based Economic Model: An Application to Monetary Policy Design," Computational Economics, Springer;Society for Computational Economics, vol. 32(1), pages 147-162, September.
    9. Michael D. König & Claudio J. Tessone & Yves Zenou, 2010. "From Assortative To Dissortative Networks: The Role Of Capacity Constraints," Advances in Complex Systems (ACS), World Scientific Publishing Co. Pte. Ltd., vol. 13(04), pages 483-499.
    10. Karolina Safarzyńska & Jeroen Bergh, 2010. "Evolutionary models in economics: a survey of methods and building blocks," Journal of Evolutionary Economics, Springer, vol. 20(3), pages 329-373, June.
    11. Frank Beckenbach & Ramón Briegel, 2010. "Multi-agent modeling of economic innovation dynamics and its implications for analyzing emission impacts," International Economics and Economic Policy, Springer, vol. 7(2), pages 317-341, August.
    12. Terrill L. Frantz & Marcelo Cataldo & Kathleen M. Carley, 2009. "Robustness of centrality measures under uncertainty: Examining the role of network topology," Computational and Mathematical Organization Theory, Springer, vol. 15(4), pages 303-328, December.
    13. Herbert E. Scarf, 1967. "The Approximation of Fixed Points of a Continuous Mapping," Cowles Foundation Discussion Papers 216R, Cowles Foundation for Research in Economics, Yale University.
    14. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    15. Yang, Jae-Suk & Kwon, Okyu & Jung, Woo-Sung & Kim, In-mook, 2008. "Agent-based approach for generation of a money-centered star network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(22), pages 5498-5502.
    16. Shoven,John B. & Whalley,John, 1992. "Applying General Equilibrium," Cambridge Books, Cambridge University Press, number 9780521266550.
    17. Giorgio Topa, 2001. "Social Interactions, Local Spillovers and Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(2), pages 261-295.
    18. Klos, Tomas B. & Nooteboom, Bart, 2001. "Agent-based computational transaction cost economics," Journal of Economic Dynamics and Control, Elsevier, vol. 25(3-4), pages 503-526, March.
    19. Dwight Read, 2010. "Agent-based and multi-agent simulations: coming of age or in search of an identity?," Computational and Mathematical Organization Theory, Springer, vol. 16(4), pages 329-347, December.
    20. Zhuo (June) Cheng & Barrie R. Nault, 2007. "Industry Level Supplier-Driven IT Spillovers," Management Science, INFORMS, vol. 53(8), pages 1199-1216, August.
    21. Jeremy Pitt & Daniel Ramirez-Cano & Moez Draief & Alexander Artikis, 2011. "Interleaving multi-agent systems and social networks for organized adaptation," Computational and Mathematical Organization Theory, Springer, vol. 17(4), pages 344-378, November.
    22. Wonseok Oh & Sangyong Jeon, 2007. "Membership Herding and Network Stability in the Open Source Community: The Ising Perspective," Management Science, INFORMS, vol. 53(7), pages 1086-1101, July.
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    Cited by:

    1. Jianjun Lu & Shozo Tokinaga, 2016. "Cluster fluctuation in two-dimensional lattices with local interactions," Computational and Mathematical Organization Theory, Springer, vol. 22(2), pages 237-259, June.
    2. Lu, Jianjun & Tokinaga, Shozo, 2014. "Estimation of state changes in system descriptions for dynamic Bayesian networks by using a genetic procedure and particle filters," Economic Modelling, Elsevier, vol. 39(C), pages 138-145.

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