Principles of Artificial Intelligence
A 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.
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One might argue that if a control strategy of a production system possessed sufficient knowledge about a puzzle to select irrevocably an appropriate rule to ...
selects (irrevocably) the applicable rule that produces a database giving the largest increase ... so our production system selects the corresponding rule.
Thus, the use of hill-climbing methods to guide rule selection in irrevocable production systems is quite limited. Even though the control strategy cannot ...
A rule is selected, and if it doesn't lead to a solution, the intervening steps ... in the sequence of state descriptions produced by the production system.
We have now applied six rules without reaching the goal, so we retract the last move. There are no more untried rules to apply ... 26 PRODUCTION SYSTEMS AND AI.
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CHAPTER 2 SEARCH STRATEGIES FOR AI PRODUCTION SYSTEMS
CHAPTER 3 SEARCH STRATEGIES FOR DECOMPOSABLE PRODUCTION SYSTEMS
CHAPTER 4 THE PREDICATE CALCULUS IN AI
CHAPTER 5 RESOLUTION REFUTATION SYSTEMS
CHAPTER 6 RULEBASED DEDUCTION SYSTEMS
CHAPTER 7 BASIC PLANGENERATING SYSTEMS
CHAPTER 8 ADVANCED PLANGENERATING SYSTEMS
CHAPTER 9 STRUCTURED OBJECT REPRESENTATIONS