Building problem solvers

Kenneth D. Forbus, Johan de Kleer

For nearly two decades, Kenneth Forbus and Johan de Kleer have accumulated a substantial body of knowledge about the principles and practice of creating problem solvers. In some cases they are the inventors of the ideas or techniques described, and in others, participants in their development.Building Problem Solvers communicates this knowledge in a focused, cohesive manner. It is unique among standard artificial intelligence texts in combining science and engineering, theory and craft to describe the construction of AI reasoning systems, and it includes code illustrating the ideas.After working through Building Problem Solvers, readers should have a deep understanding of pattern directed inference systems, constraint languages, and truth maintenance systems. The diligent reader will have worked through several substantial examples, including systems that perform symbolic algebra, natural deduction, resolution, qualitative reasoning, planning, diagnosis, scene analysis, and temporal reasoning.Kenneth D. Forbus is Professor of Computer Science and Education at the Institute for Learning Sciences, Northwestern University. Johan de Kleer directs the Systems and Practices Laboratory at the Xerox Palo Alto Research Center.

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[目次]

  • Classical problem-solving
  • pattern-directed inference systems
  • extending pattern-directed inference systems
  • introduction to truth maintenance systems
  • justification-based truth maintenance systems
  • putting the JTMS to work
  • logic-based truth maintenance systems
  • putting an LTMS to work
  • implementing qualitative process theory
  • assumption-based truth maintenance systems
  • improving the completeness of truth maintenance systems
  • putting the ATMS to work
  • antecedent constraint languages
  • assumption-based constraint languages
  • a tiny diagnosis engine
  • symbolic relaxation systems
  • some frontiers. Appendix: putting the programs to work.

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この本の情報

書名 Building problem solvers
著作者等 De Kleer, Johan
Forbus, Kenneth D
Kleer Johan De
de Kleer Johan (Xerox Palo Alto Research Center USA)
Forbus Kenneth D.
シリーズ名 The MIT Press series in artificial intelligence
出版元 MIT Press
刊行年月 c1993
ページ数 xiv, 702 p.
大きさ 24 cm
ISBN 0262061570
NCID BA21473853
※クリックでCiNii Booksを表示
言語 英語
出版国 アメリカ合衆国
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