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Planning and Learning by Analogical Reasoning by Manuela M. Veloso

Planning and Learning by Analogical Reasoning

by Manuela M. Veloso
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Book cover type: Hardcover
  • ISBN13: 9783540588115
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 190
  • Original Price: USD 54.99
  • Language: English
  • Edition: 1994
  • Item Weight: 291 grams
  • BISAC Subject(s): Artificial Intelligence / General

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.

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