Artificial Intelligence: A Modern Approach, Global Edition, 3rd Edition
- Length: 1151 pages
- Edition: 3rd edition
- Language: English
- Publisher: CL
- Publication Date: 2011
- ISBN-10: 1292153962
- ISBN-13: 9781292153964
- Sales Rank: #81578 (See Top 100 Books)
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.
Table of Contents
Part I: Artificial Intelligence
Chapter 1 Introduction
Chapter 2 Intelligent Agents
Part II: Problem-Solving
Chapter 3 Solving Problems By Searching
Chapter 4 Beyond Classical Search
Chapter 5 Adversarial Search
Chapter 6 Constraint Satisfaction Problems
Part III: Knowledge, Reasoning, And Planning
Chapter 7 Logical Agents
Chapter 8 First-Order Logic
Chapter 9 Inference In First-Order Logic
Chapter 10 Classical Planning
Chapter 11 Planning And Acting In The Real World
Chapter 12 Knowledge Representation
Part IV: Uncertain Knowledge And Reasoning
Chapter 13 Quantifying Uncertainty
Chapter 14 Probabilistic Reasoning
Chapter 15 Probabilistic Reasoning Over Time
Chapter 16 Making Simple Decisions
Chapter 17 Making Complex Decisions
Part V: Learning
Chapter 18 Learning From Examples
Chapter 19 Knowledge In Learning
Chapter 20 Learning Probabilistic Models
Chapter 21 Reinforcement Learning
Part VI: Communicating, Perceiving, And Acting
Chapter 22 Natural Language Processing
Chapter 23 Natural Language For Communication
Chapter 24 Perception
Chapter 25 Robotics
Part VII: Conclusions
Chapter 26 Philosophical Foundations
Chapter 27 Ai:The Present And Future
Appendix A: Mathematical Background
Appendix B: Notes On Languages And Algorithms