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Carte Learning Search Control Knowledge Steven Minton

Learning Search Control Knowledge

An Explanation-Based Approach

Autor: Steven Minton
Limbă: engleză
Legare: Carte broșată
Editura: Springer, Berlin
Disponibilitate: În depozitul extern în cantități mici
Expediem în 13-18 zile
583.72 lei
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 - Carte broșată
Publicat
2011
Pagini
214
EAN
9781461289609
ISBN
1461289602
Enbook ID
02174571
Editura
Springer, Berlin
Greutate
355
Dimensiuni
155 x 235 x 12

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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