Evolutionary Computation (International Series on Computational Intelligence)

by D. Dumitrescu, A. Dumitrescu, C Jain Lakhmi, and Beatrice Lazzerini

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Book cover for Evolutionary Computation

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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.

  • ISBN10 0849305888
  • ISBN13 9780849305887
  • Publish Date 22 June 2000
  • Publish Status Active
  • Publish Country US
  • Publisher Taylor & Francis Inc
  • Imprint CRC Press Inc
  • Format Hardcover
  • Pages 420
  • Language English