Experimental Research in Evolutionary Computation
Language: English
Published by Springer Berlin Heidelberg, 2006
Series: Book 5 of 32 - Natural Computing
- Hardcover
- New
Condition: New
£ 42.23
Quantity: Over 20 available
Add to basketItem description from seller
Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. There are no directly competing books that combine modern statistical approaches and evolutionary computing approaches in the design of experiments and the solution to optimization problems, and the author is very well positioned to address this gap given h.
Seller Inventory # 4887635
- Title
- Experimental Research in Evolutionary Computation
- Author
- Thomas Bartz-Beielstein
- Publisher
- Springer Berlin Heidelberg
- Publication year
- 2006
- Condition
- New
- Binding
- Gebunden
- Language
- English
- ISBN 10
- 3540320261
- ISBN 13
- 9783540320265
- Series
- Book 5 of 32: Natural Computing
- Seller catalogs
- Mathematik/Naturwissenschaften/Technik/Medizin
Experimentation is necessary - a purely theoretical approach is not reasonable. The new experimentalism, a development in the modern philosophy of science, considers that an experiment can have a life of its own. It provides a statistical methodology to learn from experiments, where the experimenter should distinguish between statistical significance and scientific meaning.
This book introduces the new experimentalism in evolutionary computation, providing tools to understand algorithms and programs and their interaction with optimization problems. The book develops and applies statistical techniques to analyze and compare modern search heuristics such as evolutionary algorithms and particle swarm optimization. Treating optimization runs as experiments, the author offers methods for solving complex real-world problems that involve optimization via simulation, and he describes successful applications in engineering and industrial control projects.
The book bridges the gap between theory and experiment by providing a self-contained experimental methodology and many examples, so it is suitable for practitioners and researchers and also for lecturers and students. It summarizes results from the author's consulting to industry and his experience teaching university courses and conducting tutorials at international conferences. The book will be supported online with downloads and exercises.
"Synopsis" may belong to another edition of this title.
Product Description
This book introduces the new experimentalism in evolutionary computation, providing tools to understand algorithms and programs and their interaction with optimization problems. It develops and applies statistical techniques to analyze and compare modern search heuristics such as evolutionary algorithms and particle swarm optimization. The book bridges the gap between theory and experiment by providing a self-contained experimental methodology and many examples.
"About the title" may belong to another edition of this title.
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