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Книга Learning Search Control Knowledge Steven Minton

Learning Search Control Knowledge

An Explanation-Based Approach

Автор: Steven Minton
Език: Английски език
Корици: С меки корици
Издател: Springer, Berlin
Наличност: Външен склад в ограничено количество
Изпращаме след 13-18 дни
116.06 € 227.00 лв
The ability to learn from experience is a fundamental requirement for intelligence. One of the most...

Информация за книгата

Автор
Steven Minton
Език
Английски език
Корици
Книга - С меки корици
Издадена
2011
страници
214
EAN
9781461289609
ISBN
1461289602
Enbook ID
02174571
Издател
Springer, Berlin
Теглоt
355
Размери
155 x 235 x 12

Пълно описание

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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