(Third edition) by Stuart Russell and Peter Norvig
The leading textbook in Artificial Intelligence.Used in over 1400 universities in over 125 countries.
The 22nd most cited computer science publication on Citeseer (and 4th most cited publication of this century).
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Table of Contents[Full Contents]Preface [html] Part I Artificial Intelligence 1 Introduction ... 1 2 Intelligent Agents ... 34 Part II Problem Solving 3 Solving Problems by Searching ... 64 4 Beyond Classical Search ... 120 5 Adversarial Search ... 161 6 Constraint Satisfaction Problems ... 202 Part III Knowledge and Reasoning 7 Logical Agents ... 234 8 First-Order Logic ... 285 9 Inference in First-Order Logic ... 322 10 Classical Planning ...366 11 Planning and Acting in the Real World ... 401 12 Knowledge Representation ... 437 Part IV Uncertain Knowledge and Reasoning 13 Quantifying Uncertainty ... 480 14 Probabilistic Reasoning ... 510 15 Probabilistic Reasoning over Time ... 566 16 Making Simple Decisions ... 610 17 Making Complex Decisions ...645 Part V Learning 18 Learning from Examples ...693 19 Knowledge in Learning ... 768 20 Learning Probabilistic Models ... 802 21 Reinforcement Learning ... 830 Part VI Communicating, Perceiving, and Acting 22 Natural Language Processing ... 860 23 Natural Language for Communication ... 888 24 Perception ... 928 25 Robotics ... 971 Part VII Conclusions 26 Philosophical Foundations ... 1020 27 AI: The Present and Future ... 1044 A Mathematical Background [pdf] ... 1053 B Notes on Languages and Algorithms [pdf] ... 1060 Bibliography [pdf and histograms] ... 1063 Index [html or pdf] ... 1109 |