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Design of Logic-Based Intelligent Systems

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ISBN-10: 0471484032

ISBN-13: 9780471484035

Edition: 2004

Authors: Klaus Truemper

List price: $173.95
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Book details

List price: $173.95
Copyright year: 2004
Publisher: John Wiley & Sons, Incorporated
Publication date: 5/20/2004
Binding: Hardcover
Pages: 366
Size: 6.38" wide x 9.43" long x 0.87" tall
Weight: 1.408
Language: English

Preface
Introduction
Overview
Terminology
Levels of Thinking
Logic Tools
Formulation of Models
Computational Complexity
Software
Suggested Reading Sequences
Logic Problems
Introduction to Logic and Problems SAT and MINSAT
Overview
Propositional Logic
First-order Logic
Classification of Propositional Formulas
Theorem Proving and Decision Making
Logic Minimization
Other Kinds of Logic
Further Reading
Exercises
Variations of SAT and MINSAT
Overview
Problem MAXCLS SAT
Problem MINCLS UNSAT
Problem MAXVAR SAT
Problem MINVAR UNSAT
Problem MAXSAT
Further Reading
Exercises
Quantified SAT and MINSAT
Overview
Problem Q-ALL SAT
Problem Q-MIN UNSAT
Problem Q-MAX MINSAT
More Complicated Quantified Problems
Heuristic Algorithms
Further Reading
Exercises
Formulation of Logic Systems
Basic Formulation Techniques
Overview
Variables and Clauses
Redundant Clauses
Inconsistent Clauses
Validation
Decision Pyramid
Explanations
Accelerated Theorem Proving
Decision Graphs
Difficult Cases
Further Reading
Exercises
Uncertainty
Overview
Basic Rule
Satisfiability
Minimum Cost Satisfiability
Quantified SAT and MINSAT
Defuzzification
Further Reading
Exercises
Learning
Learning Formulas
Overview
Basic Concepts
Separation of Two Sets
Min and Max Formulas
Optimized Formulas
Additional Logic Constraints
Reversing the Roles of Sets
Voting
Further Reading
Exercises
Accuracy of Learned Formulas
Overview
Subsets of Training Data
Logic Formulas for Subsets
Classification Errors
Vote Distributions
Classification Control
Multipopulation Classification
Further Reading
Exercises
Advanced Reasoning
Nonmonotonic and Incomplete Reasoning
Overview
Nonmonotonicity
Incompleteness
Uncertain Nonmonotonicity and Incompleteness
Further Reading
Exercises
Question-and-Answer Processes
Overview
Basic Process
Definitions
Reduction of CNF System
Proof of Conclusions
Selection of Goal Set
Low-cost Assignments
Selection of Tests
QA Process
Explanations
Variation: Optimization
Evaluation of Learned Formulas
Further Reading
Exercises
Applications
Applications
Overview
Correctness of Design
Music Composition Assistant
Management of Hazardous Materials
Traffic Control
Credit Rating
Deciding Word Sense
Differential Medical Diagnosis