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Decision Diagrams for Optimization / by David Bergman, Andre A. Cire, Willem-Jan van Hoeve, John Hooker.
- Format:
- Book
- Author/Creator:
- Bergman, David, author.
- Cire, Andre A., author.
- Hoeve, Willem-Jan van, author.
- Hooker, John, author.
- Series:
- Computer Science (Springer-11645)
- Artificial Intelligence: Foundations, Theory, and Algorithms,. 2365-3051
- Artificial Intelligence: Foundations, Theory, and Algorithms, 2365-3051
- Language:
- English
- Subjects (All):
- Artificial intelligence.
- Operations research.
- Decision making.
- Mathematical optimization.
- Management science.
- Computers.
- Artificial Intelligence.
- Operations Research/Decision Theory.
- Discrete Optimization.
- Operations Research, Management Science.
- Theory of Computation.
- Local Subjects:
- Artificial Intelligence.
- Operations Research/Decision Theory.
- Discrete Optimization.
- Operations Research, Management Science.
- Theory of Computation.
- Physical Description:
- 1 online resource (XII, 254 pages) : 79 illustrations.
- Edition:
- First edition 2016.
- Contained In:
- Springer eBooks
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2016.
- System Details:
- text file PDF
- Summary:
- This book introduces a novel approach to discrete optimization, providing both theoretical insights and algorithmic developments that lead to improvements over state-of-the-art technology. The authors present chapters on the use of decision diagrams for combinatorial optimization and constraint programming, with attention to general-purpose solution methods as well as problem-specific techniques. The book will be useful for researchers and practitioners in discrete optimization and constraint programming. "Decision Diagrams for Optimization is one of the most exciting developments emerging from constraint programming in recent years. This book is a compelling summary of existing results in this space and a must-read for optimizers around the world." [Pascal Van Hentenryck].
- Contents:
- Introduction
- Historical Overview
- Exact Decision Diagrams
- Relaxed Decision Diagrams
- Restricted Decision Diagrams
- Branch-and-Bound Based on Decision Diagrams
- Variable Ordering
- Recursive Modeling
- MDD-Based Constraint Programming
- MDD Propagation for Sequence Constraints
- Sequencing and Single-Machine Scheduling
- Index.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-319-42849-9
- 9783319428499
- Access Restriction:
- Restricted for use by site license.
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