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Simulation Models of the Evolution of Cooperation as Proofs of Logical Possibilities. How Useful Are They?

Arnold, Eckhart (2013) Simulation Models of the Evolution of Cooperation as Proofs of Logical Possibilities. How Useful Are They? Etica & Politica / Ethics & Politics, XV (2). pp. 101-138.

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Abstract

This paper discusses critically what simulation models of the evolution of cooperation can possibly prove by examining Axelrod's “Evolution of Cooperation” (1984) and the modeling tradition it has inspired. Hardly any of the many simulation models of the evolution of cooperation in this tradition have been applicable empirically. Axelrod's role model suggested a research design that seemingly allowed to draw general conclusions from simulation models even if the mechanisms that drive the simulation could not be identified empirically. But this research design was fundamentally flawed, because it is not possible to draw general empirical conclusions from theoretical simulations. At best such simulations can claim to prove logical possibilities, i.e. they prove that certain phenomena are possible as the consequence of the modeling assumptions built into the simulation, but not that they are possible or can be expected to occur in reality I suggest several requirements under which proofs of logical possibilities can nevertheless be considered useful. Sadly, most Axelrod-style simulations do not meet these requirements. I contrast this with Schelling's neighborhood segregation model, the core mechanism of which can be retraced empirically.


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Item Type: Published Article or Volume
Creators:
CreatorsEmailORCID
Arnold, Eckharteckhart.arnold@posteo.de0000-0002-1138-499X
Keywords: Epistemology of Models, Toy Models, Evolution of Cooperation
Subjects: General Issues > Models and Idealization
Depositing User: Eckhart Arnold
Date Deposited: 06 Apr 2017 14:25
Last Modified: 06 Apr 2017 14:25
Item ID: 12969
Journal or Publication Title: Etica & Politica / Ethics & Politics
Publisher: Edizioni Università de Trieste
Official URL: https://www.openstarts.units.it/dspace/handle/1007...
DOI or Unique Handle: hdl.handle.net/10077/9679
Subjects: General Issues > Models and Idealization
Date: 2013
Page Range: pp. 101-138
Volume: XV
Number: 2
URI: https://philsci-archive.pitt.edu/id/eprint/12969

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