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D. Dumitrescu, Beatrice Lazzerini, Lakhmi C. Jain, A. Dumitrescu - Evolutionary Computation, Inbunden

Inbunden, Engelska, 2000

Del i serien International Series on Computational Intelligence

Evolutionary Computation

Av D. Dumitrescu, Beatrice Lazzerini, Lakhmi C. Jain, A. Dumitrescu

3629 kr

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Beskrivning
Rapid advances in evolutionary computation have opened up a world of applications-a world rapidly growing and evolving. Decision making, neural networks, pattern recognition, complex optimization/search tasks, scheduling, control, automated programming, and cellular automata applications all rely on evolutionary computation.Evolutionary Computation presents the basic principles of evolutionary computing: genetic algorithms, evolution strategies, evolutionary programming, genetic programming, learning classifier systems, population models, and applications. It includes detailed coverage of binary and real encoding, including selection, crossover, and mutation, and discusses the (m+l) and (m,l) evolution strategy principles. The focus then shifts to applications: decision strategy selection, training and design of neural networks, several approaches to pattern recognition, cellular automata, applications of genetic programming, and more.
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Beatrice Lazzerini, D. Dumitrescu, Lakhmi C. Jain. A. Dumitrescu

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"…offers a presentation of the main ideas, models, and algorithms of evolutionary computation. Anyone who is inspired by the work of L. Davis or D.E. Goldberg to use evolutionary computation as a tool in hos/her daily work will find a complete overview of techniques and strategies…Anyone interested in optimization or search problems can find useful ideas, methods, and algorithms."- Journal of Chemometrics, 2002

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