Artificial intelligence : a modern approach
著者
書誌事項
Artificial intelligence : a modern approach
(Prentice Hall series in artificial intelligence)
Pearson, 2016
3rd ed., Global ed
- : pbk
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注記
Previous edition: 2003
Includes bibliographical references and index
"Authorized adaptation from the United States edition,entitled Artificial Intelligence: A Modern Approach, Third Edition, ISBN 9780136042594, by Stuart J. Russell and Peter Norvig published by Pearson Education c2010"--T.p. verso
内容説明・目次
内容説明
For one or two-semester, undergraduate or graduate-level courses in Artificial Intelligence.
The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence.
目次
I. Artificial Intelligence
1. Introduction2. Intelligent Agents
II. Problem-solving
3. Solving Problems by Searching
4. Beyond Classical Search
5. Adversarial Search
6. Constraint Satisfaction Problems
III. Knowledge, Reasoning, and Planning
7. Logical Agents
8. First-Order Logic
9. Inference in First-Order Logic
10. Classical Planning
11. Planning and Acting in the Real World
12 Knowledge Representation
IV. Uncertain Knowledge and Reasoning13. Quantifying Uncertainty
14. Probabilistic Reasoning
15. Probabilistic Reasoning over Time
16. Making Simple Decisions
17. Making Complex Decisions
V. Learning18. Learning from Examples
19. Knowledge in Learning
20. Learning Probabilistic Models
21. Reinforcement Learning
VI. Communicating, Perceiving, and Acting22. Natural Language Processing
23. Natural Language for Communication
24. Perception
25. Robotics
VII. Conclusions
26 Philosophical Foundations
27. AI: The Present and Future
A. Mathematical Background
B. Notes on Languages and Algorithms
Bibliography
Index
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