Principles of Artificial IntelligenceA classic introduction to artificial intelligence intended to bridge the gap between theory and practice, Principles of Artificial Intelligence describes fundamental AI ideas that underlie applications such as natural language processing, automatic programming, robotics, machine vision, automatic theorem proving, and intelligent data retrieval. Rather than focusing on the subject matter of the applications, the book is organized around general computational concepts involving the kinds of data structures used, the types of operations performed on the data structures, and the properties of the control strategies used. Principles of Artificial Intelligenceevolved from the author's courses and seminars at Stanford University and University of Massachusetts, Amherst, and is suitable for text use in a senior or graduate AI course, or for individual study. |
From inside the book
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... Procedures 72 Related Algorithms 88 Measures of Performance 91 Bibliographical and Historical Remarks 94 Exercises 96 SEARCH STRATEGIES FOR DECOMPOSABLE PRODUCTION SYSTEMS 99 Searching AND/OR Graphs 99 AO*: A Heuristic Search Procedure ...
... PROCEDURE The basic production system algorithm for solving a problem like the 8-puzzle can be written in nondeterministic form as follows: Procedure PRODUCTION 1 DATA - initial database 2 until DATA 20 PRODUCTION SYSTEMS AND AI.
... procedure is nondeterministic because we have not yet specified precisely how we are going to select an applicable rule in statement 4. Selecting rules and keeping track of those sequences of rules already tried and the databases they ...
... procedures are used in this type of control. 1.1.4. EXAMPLES OF CONTROL REGIMES 1.1.4.1. Irrevocable. At first thought, it might seem that an irrevocable control regime would never be appropriate for production systems expected to solve ...
... procedure for a decomposable production system might look something like the following: Procedure SPLIT 1 DATA – initial database 2 (Di) - decomposition of DATA; the individual Di are now regarded as separate databases 3 until all (Di} ...
Contents
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17 | |
CHAPTER 2 SEARCH STRATEGIES FOR AI PRODUCTION SYSTEMS | 53 |
CHAPTER 3 SEARCH STRATEGIES FOR DECOMPOSABLE PRODUCTION SYSTEMS | 99 |
CHAPTER 4 THE PREDICATE CALCULUS IN AI | 131 |
CHAPTER 5 RESOLUTION REFUTATION SYSTEMS | 161 |
CHAPTER 6 RULEBASED DEDUCTION SYSTEMS | 193 |
CHAPTER 7 BASIC PLANGENERATING SYSTEMS | 275 |
CHAPTER 8 ADVANCED PLANGENERATING SYSTEMS | 321 |
CHAPTER 9 STRUCTURED OBJECT REPRESENTATIONS | 361 |
PROSPECTUS | 417 |
BIBLIOGRAPHY | 429 |
AUTHOR INDEX | 467 |
SUBJECT INDEX | 471 |