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How Models Fail

In Catrin Misselhorn (ed.), Collective Agency and Cooperation in Natural and Artificial Systems. Springer Verlag (1st ed. 2015)

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  1. The Evolution of Cooperation.Robert M. Axelrod - 1984 - Basic Books.
    The 'Evolution of Cooperation' addresses a simple yet age-old question; If living things evolve through competition, how can cooperation ever emerge? Despite the abundant evidence of cooperation all around us, there existed no purely naturalistic answer to this question until 1979, when Robert Axelrod famously ran a computer tournament featuring a standard game-theory exercise called The Prisoner's Dilemma. To everyone's surprise, the program that won the tournament, named Tit for Tat, was not only the simplest but the most "cooperative" entrant. (...)
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  • The Evolution of Reciprocal Altruism.Robert L. Trivers - 1971 - Quarterly Review of Biology 46 (1):35-57.
    A model is presented to account for the natural selection of what is termed reciprocally altruistic behavior. The model shows how selection can operate -against the cheater (non-reciprocator) in the system. Three instances of altruistic behavior are discussed, the evolution of which the model can explain: (1) behavior involved in cleaning symbioses; (2) warning cries in birds: and (3) human reciprocal altruism. Regarding human reciprocal altruism, it is shown that the details of the psychological system that regulates this altruism can (...)
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  • (1 other version)The Dark Side of the Force. When computer simulations lead us astray and model think narrows our imagination.Eckhart Arnold - 2001
    This paper is intended as a critical examination of the question of when and under what conditions the use of computer simulations is beneficial to scientific explanations. This objective is pursued in two steps: First, I try to establish clear criteria that simulations must meet in order to be explanatory. Basically, a simulation has explanatory power only if it includes all causally relevant factors of a given empirical configuration and if the simulation delivers stable results within the measurement inaccuracies of (...)
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  • The Structure of Social Action [1937].Talcott Parsons - 1937 - Free Press.
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  • (2 other versions)Logik der Forschung.Karl Popper (ed.) - 1935 - Wien: Springer.
    Karl Raimund Poppers (1902-1994) Hauptwerk, die Logik der Forschung (1934), gilt als Grundlagenwerk des kritischen Rationalismus. Der kritische Rationalismus zeigt, warum unser Wissen fehlbar ist und versteht den Erkenntnisfortschritt als Resultat von Hypothesenbildung und -widerlegung. Der Sammelband orientiert sich an der Gliederung der Logik der Forschung. Seine Beiträge kommentieren die jeweiligen Themen nach aktueller Forschungslage.
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  • Logik der Forschung.Karl Popper - 1934 - Erkenntnis 5 (1):290-294.
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  • Explaining Altruism: A Simulation-Based Approach and its Limits.Eckhart Arnold - 2008 - Ontos Verlag.
    Employing computer simulations for the study of the evolution of altruism has been popular since Axelrod's book "The Evolution of Cooperation". But have the myriads of simulation studies that followed in Axelrod's footsteps really increased our knowledge about the evolution of altruism or cooperation? This book examines in detail the working mechanisms of simulation based evolutionary explanations of altruism. It shows that the "theoretical insights" that can be derived from simulation studies are often quite arbitrary and of little use for (...)
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  • What’s Wrong with Social Simulations?Eckhart Arnold - 2014 - The Monist 97 (3):359-377.
    This paper tries to answer the question why the epistemic value of so many social simulations is questionable. I consider the epistemic value of a social simulation as questionable if it contributes neither directly nor indirectly to the understanding of empirical reality. To examine this question, two classical social simulations are analyzed with respect to their possible epistemic justification: Schelling’s neighborhood segregation model and Axelrod’s reiterated Prisoner’s Dilemma simulations of the evolution of cooperation. It is argued that Schelling’s simulation is (...)
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  • (2 other versions)Simulation Models of the Evolution of Cooperation as Proofs of Logical Possibilities. How Useful Are They?Eckhart Arnold - 2013 - Etica E Politica 15 (2):101-138.
    This paper discusses critically what simulation models of the evolution ofcooperation can possibly prove by examining Axelrod’s “Evolution of Cooperation” 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 (...)
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  • Game Theory and the Social Contract, Vol. II: Just Playing.Ken Binmore - 2001 - Mind 110 (437):168-171.
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  • (2 other versions)Simulation Models of the Evolution of Cooperation as Proofs of Logical Possibilities. How Useful Are They?Eckhart Arnold - 2013 - Ethics and Politics 2 (XV):101-138.
    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 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. At (...)
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  • Heterogeneous Strategy Learning in the Iterated Prisoner's Dilemma.Ruggero Rangoni - 2013 - Etica E Politica 15 (2):42-57.
    Axelrod’s work on the prisoner’s dilemma is one of the most discussed models of social co-operation. While many aspects of his computer simulations have been debated, their evolutionary mechanism has not yet received the same attention. We know people do not differ only in the way they act, but also in how they change their behavior – some may like safe routines, others risk with the new. Yet in formal models cultural evolution is taken to be an homogeneous process, such (...)
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  • Kooperation Unter Egoisten: Vier Dilemmata.Rudolf Schüßler - 1997 - De Gruyter.
    Der Autor untersucht vier unterschiedliche Probleme, die eines gemeinsam haben: Die Mitglieder einer Gruppe verfolgen ihre egoistischen Interessen; zu dem, was einst Adam Smith annahm ("Unsichtbare-Hand-Theorie" ) fordern sie dadurch aber nicht notwendigerweise das Wohl der Gesamtgruppe. Ein Beispiel dafur ist das Gefangenen-Dilemma. Schussler untersucht:. Zusammenhalt kleiner Gemeinschaften,. Zusammenhalt grosser Gemeinschaften,. Selbstunterminierung des Kapitalismus?. Teamproduktion ohne Arbeitsethos. Eine Analyse mit Hilfe von Modellen strategischer Entscheidung zeigt, dass diese Dilemmata sich zwar tendenziell mit fortschreitender Entwicklung verschlimmern, aber immer losbar bleiben. Die (...)
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  • (1 other version)The Dark Side of the Force. When computer simulations lead us astray and model think narrows our imagination.Eckhart Arnold - 2001 - In Homepage Eckhart Arnold. Munich: Preprint.
    This paper is intended as a critical examination of the question of when and under what conditions the use of computer simulations is beneficial to scientific explanations. This objective is pursued in two steps: First, I try to establish clear criteria that simulations must meet in order to be explanatory. Basically, a simulation has explanatory power only if it includes all causally relevant factors of a given empirical configuration and if the simulation delivers stable results within the measurement inaccuracies of (...)
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