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Experimental Research in Evolutionary Computation: The New Experimentalism (Natural Computing Series) [Hardcover]

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Item description for Experimental Research in Evolutionary Computation: The New Experimentalism (Natural Computing Series) by Thomas Bartz-Beielstein...

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.





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Item Specifications...


Pages   214
Est. Packaging Dimensions:   Length: 9.4" Width: 6.2" Height: 0.2"
Weight:   0.95 lbs.
Binding  Hardcover
Release Date   Apr 28, 2006
Publisher   Springer
ISBN  3540320261  
ISBN13  9783540320265  


Availability  0 units.


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Product Categories

1Books > Calendars > Arts
2Books > Special Features > New & Used Textbooks > Computer Science & Information Systems > Artificial Intelligence
3Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Computer Mathematics
4Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Experimentation
5Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
6Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Heuristic & Constrained Search
7Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Theory of Computing
8Books > Subjects > Computers & Internet > General
9Books > Subjects > Computers & Internet > Programming > Algorithms > General
10Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > Linear Programming
11Books > Subjects > Science > Mathematics > Applied > Linear Programming



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