Experimental Research in Evolutionary Computation

Name: Experimental Research in Evolutionary Computation
Brand: Springer, Berlin
SKU: 9783642068737
Price: 18147 HUF
Availability: InStock

The New Experimentalism

Szerző: Thomas Bartz-Beielstein

Nyelv:

Kötés: Puha kötésű

Kiadó: Springer, Berlin

Elérhetőség: Beszállítói készleten

Küldés 5-8 napon belül

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This book introduces the new experimentalism in evolutionary computation, providing tools to underst...

Információk a könyvről

Szerző

Thomas Bartz-Beielstein

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2010

oldal

215

EAN

9783642068737

ISBN

3642068731

Enbook ID

05281049

Kiadó

Springer, Berlin

Súly

361

Méretek

156 x 234 x 12

Teljes leírás

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. 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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Experimental Research in Evolutionary Computation

The New Experimentalism

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Teljes leírás

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Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták