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Evolutionary Computation (International Series on Computational Intelligence)
 
 
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Evolutionary Computation (International Series on Computational Intelligence) [Hardcover]

D. Dumitrescu (Author), Beatrice Lazzerini (Author), Lakhmi C. Jain (Author), A. Dumitrescu (Author)

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Book Description

International Series on Computational Intelligence June 22, 2000
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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Inside This Book (learn more)
First Sentence:
Evolutionary computation (EC) represents a powerful search and optimization paradigm. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
credit assignment system, messy genetic algorithms, delta coding, canonical genetic algorithm, multimodal function optimization, schema dynamics, learning classifier systems, schema theorem, proportional selection, deceptive functions, distributional bias, niche count, ith gene, evolutionary computation, bucket brigade algorithm, deceptive problems, fitness variance, recombination operator, takeover time, evolutionary algorithms, positional bias, search operators, standard genetic algorithms, strategy parameters, building block hypothesis
Key Phrases - Capitalized Phrases (CAPs): (learn more)
San Mateo, Morgan Kaufmann, New York, Morgan Kaufinann, University of Michigan, Lawrence Erlbaum Associates, Ann Arbor, Parallel Problem Solving, John Wiley, Artificial Life, Oxford University Press, San Francisco, Evolution Programs, Los Altos, Technical Report, Van Nostrand Reinhold, Institute of Physics Publishing, University of Pittsburgh, University of San Diego, Addison Wesley, Control Eng, Department of Computer Science, Genetic Adaptive Algorithms, Learning System Based, Lectures Notes
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