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Optimization and simplicity
computational vision and biological explanation
pp. 293-323
Abstract
David Marr's theory of vision has been a rich source of inspiration, fascination and confusion. I will suggest that some of this confusion can be traced to discrepancies between the way Marr developed his theory in practice and the way he suggested such a theory ought to be developed in his explicit metatheoretical remarks. I will address claims that Marr's theory may be seen as an “optimizing” theory, along with the attendant suggestion that optimizing assumptions may be inappropriate for cognitive mechanisms just as anti-adaptationists have argued they are inappropriate for other physiological mechanisms. I will discuss the nature of optimizing assumptions and theories. Considering various difficulties in identifying and assessing optimizing assumptions, I will suggest that Marr's theory is not purely an optimizing theory and that reaction to Marr on this issue prompts interesting considerations for the development of inter-disciplinary constraints in the cognitive and brain sciences.
Publication details
Published in:
(1996) Synthese 107 (3).
Pages: 293-323
DOI: 10.1007/BF00413839
Full citation:
Gilman Daniel (1996) „Optimization and simplicity: computational vision and biological explanation“. Synthese 107 (3), 293–323.