Constraint Satisfaction Problems: CSP Formalisms and...

Constraint Satisfaction Problems: CSP Formalisms and Techniques

Khaled Ghedira
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A Constraint Satisfaction Problem (CSP) consists of a set of variables, a domain of values for each variable and a set of constraints. The objective is to assign a value for each variable such that all constraints are satisfied. CSPs continue to receive increased attention because of both their high complexity and their omnipresence in academic, industrial and even real-life problems.
This is why they are the subject of intense research in both artificial intelligence and operations research.
This book introduces the classic CSP and details several extensions/improvements of both formalisms and techniques in order to tackle a large variety of problems. Consistency, flexible, dynamic, distributed and learning aspects are discussed and illustrated using simple examples such as the n-queen problem.

Contents:

1. Foundations of CSP.
2. Consistency Reinforcement Techniques.
3. CSP Solving Algorithms.
4. Search Heuristics.
5. Learning Techniques.
6. Maximal Constraint Satisfaction Problems.
7. Constraint Satisfaction and Optimization Problems.
8. Distibuted Constraint Satisfaction Problems.

Content:
Chapter 1 Foundations of CSP (pages 1–28): Khaled Ghedira and Bernard Dubuisson
Chapter 2 Consistency Reinforcement Techniques (pages 29–72): Khaled Ghedira and Bernard Dubuisson
Chapter 3 CSP Solving Algorithms (pages 73–98): Khaled Ghedira and Bernard Dubuisson
Chapter 4 Search Heuristics (pages 99–120): Khaled Ghedira and Bernard Dubuisson
Chapter 5 Learning Techniques (pages 121–134): Khaled Ghedira and Bernard Dubuisson
Chapter 6 Maximal Constraint Satisfaction Problems (pages 135–164): Khaled Ghedira and Bernard Dubuisson
Chapter 7 Constraint Satisfaction and Optimization Problems (pages 165–180): Khaled Ghedira and Bernard Dubuisson
Chapter 8 Distributed Constraint Satisfaction Problems (pages 181–220): Khaled Ghedira and Bernard Dubuisson
Tahun:
2013
Penerbit:
Wiley-ISTE
Bahasa:
english
Halaman:
232
ISBN 10:
184821460X
ISBN 13:
9781848214606
File:
PDF, 2.73 MB
IPFS:
CID , CID Blake2b
english, 2013
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