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Investigating Explanation-Based Learning

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Investigating Explanation-Based Learning Gerald Dejong
Libristo kod: 06796636
Nakladnici Springer, Berlin, kolovoz 2013
Explanation-Based Learning (EBL) can generally be viewed as substituting background knowledge for th... Cijeli opis
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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 Mitchell's LEX2, Silver's LP, and De Jong's KIDNAP natural language system. Two of these systems, Mitchell's and De Jong's, 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. §

Informacije o knjizi

Puni naziv Investigating Explanation-Based Learning
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2013
Broj stranica 438
EAN 9781461366003
ISBN 1461366003
Libristo kod 06796636
Nakladnici Springer, Berlin
Težina 688
Dimenzije 155 x 235 x 23
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