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Explanation by Computer Simulation in Cognitive Science

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Abstract

My purpose in this essay is to clarify the notion of explanation by computer simulation in artificial intelligence and cognitive science. My contention is that computer simulation may be understood as providing two different kinds of explanation, which makes the notion of explanation by computer simulation ambiguous. In order to show this, I shall draw a distinction between two possible ways of understanding the notion of simulation, depending on how one views the relation in which a computing system that performs a cognitive task stands to the program that the system runs while performing that task. Next, I shall suggest that the kind of explanation that results from simulation is radically different in each case. In order to illustrate the difference, I will point out some prima facie methodological difficulties that need to be addressed in order to ensure that simulation plays a legitimate explanatory role in cognitive science, and I shall emphasize how those difficulties are very different depending on the notion of explanation involved.

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References

  • Carroll, L. (1995), 'What the Tortoise Said to Achilles', Mind 104(416), pp. 691–693.

    Google Scholar 

  • Cummings, R. (1977), 'Programs in the Explanation of Behavior', Philosophy of Science 44, pp. 269–287.

    Google Scholar 

  • Cummings, R. (1975), 'Functional Analysis', Journal of Philosophy 72 (Nov. 20), pp. 741–765.

    Google Scholar 

  • Chalmers, D. (1996), 'Does a Rock Implement Every Finite-State Automaton?', Synthese 108 (Sept. 3), pp. 309–333.

  • Chalmers, D. (1995), 'On Implementing a Computation', Minds and Machines 4, pp. 391–402.

    Google Scholar 

  • Chomsky, N. (1980a), Rules and Representations, New York: Columbia University Press.

    Google Scholar 

  • Chomsky, N. (1980b), 'Rules and Representations', Behavioral and Brain Sciences 3, pp. 1–61.

    Google Scholar 

  • Chomsky, N. (1969), 'Comments on Harman's Reply', in S. Hook, ed., Language and Philosophy, New York: New York University Press.

    Google Scholar 

  • Chomsky, N. (1965), Aspects of the Theory of Syntax, Cambridge: MIT Press.

    Google Scholar 

  • Dretske, F. (1981), Knowledge and the Flow of Information, Cambridge, MA: MIT Press.

    Google Scholar 

  • Fodor, J.A. (1969), Psychological Explanation, New York: Random House.

    Google Scholar 

  • Fodor, J.A. (1981), 'The Mind-Body Problem', Scientific American 1, pp. 114–123.

    Google Scholar 

  • Fodor, J.A. (1975), The Language of Thought, Cambridge, MA: Harvard University Press.

    Google Scholar 

  • Fodor, J.A., Bever, T., and Garrett M. (1974), The Psychology of Language: An introduction to Psycholinguistics and Generative Grammar, New York: McGraw-Hill.

    Google Scholar 

  • Kim, J. and Sosa, E. eds. (1999), Metaphysics: An Anthology, Oxford: Blackwell.

    Google Scholar 

  • Marr, D. (1982), Vision, San Francisco: W.H. Freeman.

    Google Scholar 

  • Pippenger, N. and Fischer, M.J. (1979), 'Relations Among Complex Measures', Journal of the ACM 26, pp. 361–81.

    Google Scholar 

  • Schnorr, C.P. (1976), 'The Network Complexity and Turing Machine Complexity of Finite Functions', Acta Informatica 7, pp. 95–107.

    Google Scholar 

  • Searle, J. (1990), 'Is the Brain a Digital Computer?', Proceedings and Addresses of the American Philosophical Association, 64, pp. 21–37.

    Google Scholar 

  • Searle, J. (1980), 'Rules and Causation', Behavioral and Brain Sciences 3, pp. 37–38.

    Google Scholar 

  • Stabler, E. (1983), 'How are Grammars Represented?', Behavioral and Brain Sciences 6, pp. 391–421.

    Google Scholar 

  • Simon, H.A. (1992), 'What is an Explanation of Behavior?', Psychological Science 3, pp. 150–161.

    Google Scholar 

Download references

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Fernández, J. Explanation by Computer Simulation in Cognitive Science. Minds and Machines 13, 269–284 (2003). https://doi.org/10.1023/A:1022941621273

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  • DOI: https://doi.org/10.1023/A:1022941621273

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