The frame problem, the relevance problem, and a package solution to both

Synthese 187 (S1):43-72 (2012)
Abstract
As many philosophers agree, the frame problem is concerned with how an agent may efficiently filter out irrelevant information in the process of problem-solving. Hence, how to solve this problem hinges on how to properly handle semantic relevance in cognitive modeling, which is an area of cognitive science that deals with simulating human's cognitive processes in a computerized model. By "semantic relevance", we mean certain inferential relations among acquired beliefs which may facilitate information retrieval and practical reasoning under certain epistemic constraints, e. g., the insufficiency of knowledge, the limitation of time budget, etc. However, traditional approaches to relevance—as for example, relevance logic, the Bayesian approach, as well as Description Logic—have failed to do justice to the foregoing constraints, and in this sense, they are not proper tools for solving the frame problem/relevance problem. As we will argue in this paper, Non-Axiomatic Reasoning System (NARS) can handle the frame problem in a more proper manner, because the resulting solution seriously takes epistemic constraints on cognition as a fundamental theoretical principle
Keywords The frame problem  Semantic relevance  Confirmation paradox  The Bayesian approach  Description Logic  Non-Axiomatic Reasoning System
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DOI 10.1007/s11229-012-0117-8
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Causality: Models, Reasoning, and Inference.Judea Pearl - 2000 - Cambridge University Press.
Two Dogmas of Empiricism.Willard V. O. Quine - 1951 - Philosophical Review 60 (1):20–43.
Causality.Judea Pearl - 2009 - Cambridge University Press.

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