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