9780131038059

Artificial Intelligence : A Modern Approach

by ;
  • ISBN13:

    9780131038059

  • ISBN10:

    0131038052

  • Format: Hardcover
  • Copyright: 2/1/1995
  • Publisher: Prentice Hall
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Summary

For one/two-semester, undergraduate or graduate-level courses in Artificial Intelligence. The most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence.

Table of Contents

I Artificial Intelligence 1(52)
1 Introduction
3(28)
2 Intelligent Agents
31(22)
II Problem-solving 53(96)
3 Solving Problems by Searching
55(37)
4 Informed Search Methods
92(30)
5 Game Playing
122(27)
III Knowledge and reasoning 149(186)
6 Agents that Reason Logically
151(34)
7 First-Order Logic
185(32)
8 Building a Knowledge Base
217(48)
9 Inference in First-Order Logic
265(32)
10 Logical Reasoning Systems
297(38)
IV Acting logically 335(78)
11 Planning
337(30)
12 Practical Planning
367(25)
13 Planning and Acting
392(21)
V Uncertain knowledge and reasoning 413(110)
14 Uncertainty
415(21)
15 Probabilistic Reasoning Systems
436(35)
16 Making Simple Decisions
471(27)
17 Making Complex Decisions
498(25)
VI Learning 523(126)
18 Learning from Observations
525(38)
19 Learning in Neural and Belief Networks
563(35)
20 Reinforcement Learning
598(27)
21 Knowledge in Learning
625(24)
VII Communicating, perceiving, and acting 649(166)
22 Agents that Communicate
651(40)
23 Practical Natural Language Processing
691(33)
24 Perception
724(49)
25 Robotics
773(42)
VIII Conclusions 815(44)
26 Philosophical Foundations
817(25)
27 AI: Present and Future
842(9)
A Complexity analysis and O() notation
851(3)
B Notes on Languages and Algorithms
854(5)
Bibliography 859(46)
Index 905

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