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Self-Organized Criticality In Evolutionary Systems With Local Interaction

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Author Info
Albert Díaz-Aguilera (Universidad de Barcelona)
Alex Arenas (Universitat Rovira i Virgili)
Conrad J. Pérez (Universidad de Barcelona)
Fernando Vega Redondo (Instituto Valenciano de Investigaciones Económicas)

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Abstract

This paper studies a stylized model of local interaction where agents choose from an ever increasing set of vertically ranked actions, e.g. technologies. The driving forces of the model are infrequent upward shifts ("updates"), followed by a rapid process of local imitation ("diffusion"). Our main focus is on the long-run regularities displayed by the long-run distribution of diffusion waves and their implication on the performance of the system. By integrating analytical techniques and numerical simulations, we come to the following two main conclusions: (1) When the penalty for "technological dis-coordination" (the single key parameter of the model) is high enough, the system behaves critically, in the sense customarily used in physics -that is, diffusion waves have their size (or reach) distributed according to power laws. (2) If the performance of the system is evaluated by how fast or cost-efficiently it attains any given technological level, the optimal configuration obtains (in parameter space) close to the frontier of the critical region. There, the system no longer displays synchronized behavior but starts to exhibit persistent and critical long-run heterogeneities. In the heuristic language used by Kauffman (1993), the above two conclusions may be interpreted as an indication that (performance-sensitive) evolutionary forces induce the system to be placed "at the edge of order and chaos".

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Publisher Info
Paper provided by Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie) in its series Working Papers. Serie AD with number 2000-30.

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Length: 35 pages
Date of creation: Dec 2001
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Publication status: Published by Ivie
Handle: RePEc:ivi:wpasad:2000-30

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Sanjeev Goyal & Fernando Vega-Redondo, 2000. "Learning, Network Formation and Coordination," Econometric Society World Congress 2000 Contributed Papers 0113, Econometric Society. [Downloadable!]
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  2. Ellison, Glenn, 1993. "Learning, Local Interaction, and Coordination," Econometrica, Econometric Society, vol. 61(5), pages 1047-71, September. [Downloadable!] (restricted)
  3. Matthew O. Jackson & Alison Watts, 2000. "On the Formation of Interaction Networks in Social Coordination Games," Econometric Society World Congress 2000 Contributed Papers 0778, Econometric Society. [Downloadable!]
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  4. Blume Lawrence E., 1993. "The Statistical Mechanics of Strategic Interaction," Games and Economic Behavior, Elsevier, vol. 5(3), pages 387-424, July. [Downloadable!] (restricted)
  5. Goyal, S. & Vega-Redondo, F., 2000. "Learning, Network Formation and Coordination," Econometric Institute Report EI 9954-/A Revision_Date:, Erasmus University Rotterdam, Econometric Institute. [Downloadable!]
  6. Segerstrom, Paul S & Anant, T C A & Dinopoulos, Elias, 1990. "A Schumpeterian Model of the Product Life Cycle," American Economic Review, American Economic Association, vol. 80(5), pages 1077-91, December. [Downloadable!] (restricted)
  7. Young, H Peyton, 1993. "The Evolution of Conventions," Econometrica, Econometric Society, vol. 61(1), pages 57-84, January. [Downloadable!] (restricted)
  8. Crawford, Vincent P., 1991. "An "evolutionary" interpretation of Van Huyck, Battalio, and Beil's experimental results on coordination," Games and Economic Behavior, Elsevier, vol. 3(1), pages 25-59, February. [Downloadable!] (restricted)
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  9. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-40, June. [Downloadable!] (restricted)
  10. Scheinkman, Jose A & Woodford, Michael, 1994. "Self-Organized Criticality and Economic Fluctuations," American Economic Review, American Economic Association, vol. 84(2), pages 417-21, May. [Downloadable!] (restricted)
  11. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-51, March. [Downloadable!] (restricted)
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  12. Economides, Nicholas, 1996. "The economics of networks," International Journal of Industrial Organization, Elsevier, vol. 14(6), pages 673-699, October. [Downloadable!] (restricted)
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  13. Van Huyck, John B & Battalio, Raymond C & Beil, Richard O, 1990. "Tacit Coordination Games, Strategic Uncertainty, and Coordination Failure," American Economic Review, American Economic Association, vol. 80(1), pages 234-48, March. [Downloadable!] (restricted)
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(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. R. Andergassen & F. Nardini & M. Ricottilli, 2008. "Innovation and growth through local and global interaction," Working Papers 637, Dipartimento Scienze Economiche, Universita' di Bologna. [Downloadable!]
    Other versions:
  2. R. Andergassen & F. Nardini & M. Ricottilli, 2004. "The Emergence of Paradigm Setters through Firms' Interaction and Network Formation," Working Papers 525, Dipartimento Scienze Economiche, Universita' di Bologna. [Downloadable!]
  3. John Duffy & Andreas Blume & Ted Temzelides, 2006. "Self-Organized Criticality in a Dynamic Game," Working Papers 276, University of Pittsburgh, Department of Economics, revised Aug 2008. [Downloadable!]
  4. Rainer Andergassen & Franco Nardini, 2005. "Firms’ Network Formation Through The Transmission Of Heterogeneous Knowledge," Computing in Economics and Finance 2005 322, Society for Computational Economics. [Downloadable!]
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