Heuristics, justification, and defeasible reasoning

Minds and Machines 5 (4):467-487 (1995)
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Abstract

Heuristics can be regarded as justifying the actions and beliefs of problem-solving agents. I use an analysis of heuristics to argue that a symbiotic relationship exists between traditional epistemology and contemporary artificial intelligence. On one hand, the study of models of problem-solving agents usingquantitative heuristics, for example computer programs, can reveal insight into the understanding of human patterns of epistemic justification by evaluating these models'' performance against human problem-solving. On the other hand,qualitative heuristics embody the justifying ability of defeasible rules, the understanding of which is provided by traditional epistemology.

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References found in this work

Epistemology and cognition.Alvin I. Goldman - 1986 - Cambridge, Mass.: Harvard University Press.
Theory of knowledge.Roderick M. Chisholm - 1966 - Englewood Cliffs, N.J.,: Prentice-Hall.
Epistemology Naturalized.W. V. Quine - 1969 - In Willard van Orman Quine (ed.), Ontological Relativity and Other Essays. Columbia University Press.
Defeasible Reasoning.John L. Pollock - 1987 - Cognitive Science 11 (4):481-518.
Circumscription — A Form of Non-Monotonic Reasoning.John McCarthy - 1980 - Artificial Intelligence 13 (1-2):27–39.

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