Learning Search Control Knowledge

Name: Learning Search Control Knowledge
Brand: Springer, Berlin
SKU: 9780898382945
Price: 553.38 RON
Availability: InStock

An Explanation-Based Approach

Autor: Steven Minton

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Legare: Copertă tare

Editura: Springer, Berlin

Disponibilitate: În depozitul extern

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The ability to learn from experience is a fundamental requirement for intelligence. One of the most...

Informații despre carte

Autor

Steven Minton

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2007

Pagini

214

EAN

9780898382945

ISBN

0898382947

Enbook ID

01401110

Editura

Springer, Berlin

Greutate

508

Dimensiuni

155 x 235 x 17

Descriere completă

The ability to learn from experience is a fundamental requirement for intelligence. One of the most basic characteristics of human intelligence is that people can learn from problem solving, so that they become more adept at solving problems in a given domain as they gain experience. This book investigates how computers may be programmed so that they too can learn from experience. Specifically, the aim is to take a very general, but inefficient, problem solving system and train it on a set of problems from a given domain, so that it can transform itself into a specialized, efficient problem solver for that domain. on a knowledge-intensive Recently there has been considerable progress made learning approach, explanation-based learning (EBL), that brings us closer to this possibility. As demonstrated in this book, EBL can be used to analyze a problem solving episode in order to acquire control knowledge. Control knowledge guides the problem solver's search by indicating the best alternatives to pursue at each choice point. An EBL system can produce domain specific control knowledge by explaining why the choices made during a problem solving episode were, or were not, appropriate.

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Learning Search Control Knowledge

An Explanation-Based Approach

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