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portada investigating explanation-based learning
investigating explanation-based learninginvestigating explanation-based learninginvestigating explanation-based learning
Type
Physical Book
Publisher
Language
English
Pages
448
ISBN
079239125X
ISBN13
9780792391258
Categories

investigating explanation-based learning

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Synopsis "investigating explanation-based learning"

explanation-based learning (ebl) can generally be viewed as substituting background knowledge for the large training set of exemplars needed by conventional or empirical machine learning systems. the background knowledge is used automatically to construct an explanation of a few training exemplars. the learned concept is generalized directly from this explanation. the first ebl systems of the modern era were mitchells lex2, silvers lp, and de jongs kidnap natural language system. two of these systems, mitchells and de jongs, have led to extensive follow-up research in ebl. this book outlines the significant steps in ebl research of the illinois group under de jong. this volume describes theoretical research and computer systems that use a broad range of formalisms: schemas, production systems, qualitative reasoning models, non-monotonic logic, situation calculus, and some home-grown ad hoc representations. this has been done consciously to avoid sacrificing the ultimate research significance in favor of the expediency of any particular formalism. the ultimate goal, of course, is to adopt (or devise) the right formalism.

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