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Investigating Explanation-Based Learning

Name: Investigating Explanation-Based Learning
Brand: Springer, Berlin
SKU: 9781461366003
Price: 930.98 PLN
Availability: InStock

Autor: Gerald Dejong

Język:

Oprawa: Miękka

Wydawca: Springer, Berlin

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Explanation-Based Learning (EBL) can generally be viewed as substituting background knowledge for th...

Informacje o książce

Autor

Gerald Dejong

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2013

strony

438

EAN

9781461366003

ISBN

1461366003

Enbook ID

06796636

Wydawca

Springer, Berlin

Waga

688

Wymiary

155 x 235 x 23

Pełny opis

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. §

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