Résumé
Features :
- Builds the reader's understanding with definitions, examples, theory, algorithms and complexity analysis
- Focuses on fundamental tools and principles
- Synthesizes three decades of research in diverse fields including AI, databases, operations research, and management science.
Constraint reasoning has matured over the last three decades with contributions from a diverse community of researchers in artificial intelligence, databases and programming languages, operations research, management science, and applied mathematics. In Constraint Processing, Rina Dechter synthesizes these contributions, as well as her own significant work, to provide the first comprehensive examination of the theory that underlies constraint processing algorithms. Throughout she focuses on fundamental tools and principles, emphasizing the representation and analysis of algorithms.
Contents
- Introduction
- Basics of Constraint Processing
- Constraint Networks
- Consistency-Enforcing Algorithms: Constraint Propagation
- Directional Consistency
- General Search Strategies
- General Search Strategies: Look-Back
- Stochastic Greedy Local Search
- Advanced Methods
- Advanced Consistency Methods
- Tree-Decomposition Methods
- Hybrids of Search and Inference: Time-Space Trade-offs
- Tractable Constraint Languages
- Temporal Constraint Networks
- Constraint Optimization
- Probabilistic Networks
- Constraint Logic Programming
- Bibliography
- Index
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Morgan Kaufmann |
Auteur(s) | Rina Dechter |
Parution | 19/11/2003 |
Nb. de pages | 502 |
Format | 19 x 24 |
Couverture | Relié |
Poids | 1065g |
Intérieur | Noir et Blanc |
EAN13 | 9781558608900 |
ISBN13 | 978-1-55860-890-0 |
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