Planning and Learning by Analogical Reasoning

Meer over Manuela M. Veloso

Manuela M. Veloso

Planning and Learning by Analogical Reasoning

Name: Planning and Learning by Analogical Reasoning
Author: Manuela M. Veloso

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Paperback, 190 blz. | Engels

Springer Berlin Heidelberg | 1994e druk, 1994

ISBN13: 9783540588115

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Springer Berlin Heidelberg 1994e druk, 1994 9783540588115

Onderdeel van serie Lecture Notes in Computer Science

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This research monograph describes the integration of analogical and case-based reasoning into general problem solving and planning as a method of speedup learning. The method, based on derivational analogy, has been fully implemented in PRODIGY/ANALOGY and proven in practice to be amenable to scaling up, both in terms of domain and problem complexity.
In this work, the strategy-level learning process is cast for the first time as the automation of the complete cycle of construction, storing, retrieving, and flexibly reusing problem solving experience. The algorithms involved are presented in detail and numerous examples are given. Thus the book addresses researchers as well as practitioners.

Specificaties

ISBN13:9783540588115

Taal:Engels

Bindwijze:paperback

Aantal pagina's:190

Uitgever:Springer Berlin Heidelberg

Druk:1994

Hoofdrubriek:Automatisering algemeen, Computer en informatica

Serie:Lecture Notes in Computer Science

Inhoudsopgave

Overview.- The problem solver.- Generation of problem solving cases.- Case storage: Automated indexing.- Efficient case retrieval.- Analogical replay.- Empirical results.- Related work.- Conclusion.

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