Artificial Intelligence, 4/e

George F. Luger

  • 出版商: Addison Wesley
  • 出版日期: 2001-07-30
  • 售價: $1,150
  • 貴賓價: 9.5$1,093
  • 語言: 英文
  • 頁數: 880
  • 裝訂: Hardcover
  • ISBN: 0201648660
  • ISBN-13: 9780201648669
  • 相關分類: 人工智慧

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商品描述

This revision continues to provide a balanced perspective on the language schools, theories, and applications of artificial intelligence (AI). George Luger unifies the diverse branches of AI through a detailed discussion of its theoretical foundations. The book presents case-based reasoning, genetic algorithms, neural nets, agents, and stochastic models of natural language understanding, as well as coverage of emergent computation and artificial life. Part I introduces AI concepts; Part II discusses the research tools for AI problem solving; Part III demonstrates representations for AI and knowledge-sensitive problem solving; Part IV offers an extensive presentation of issues in machine learning; Part V continues the presentation of important AI application areas; and Part VI presents Lisp and Prolog.

Table of Contents

I. ARTIFICIAL INTELLIGENCE: ITS ROOTS AND SCOPE.

1. AI: History and Applications.

II. ARTIFICIAL INTELLIGENCE AS REPRESENTATION AND SEARCH.

2. The Predicate Calculus.
3. Structures and Strategies for State Space Search.
4. Heuristic Search.
5. Control and Implementation of State Space Search.

III. REPRESENTATION AND INTELLIGENCE: THE AI CHALLENGE.

6 .Knowledge Representation.
7. Strong Method Problem Solving.
8. Reasoning in Uncertain Situations.

IV. MACHINE LEARNING.

9. Machine Learning: Symbol-Based.
10. Machine Learning: Connectionist.
11. Machine Learning: Social and Emergent.

V. ADVANCED TOPICS FOR AI PROBLEM SOLVING.

12. Automated Reasoning.
13. Understanding Natural Language.

VI. LANGUAGES AND PROGRAMMING TECHNIQUES FOR ARTIFICIAL INTELLIGENCE.

14. An Introduction to PROLOG.
15. An Introduction to LISP.

VII. EPILOGUE.

16. Artificial Intelligence as Empirical Enquiry.
Bibliography.
Author Index.
Subject Index.