Genetic Programming: v. 1 On the Programming of Computers by Means of Natural Selection

av John R Koza. Inbunden, 1993

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  • Inbunden (Hardback)
  • Språk: Engelska
  • Antal sidor: 836
  • Utg.datum: 1993-02-01
  • Förlag: MIT Press
  • Medarbetare: Koza, John R
  • Illustrationer: 270
  • Volymtitel: v. 1 On the Programming of Computers by Means of Natural Selection
  • Dimensioner: 265 x 190 x 50 mm
  • Vikt: 1580 g
  • Antal komponenter: 1
  • ISBN: 9780262111706

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The research reported in this book is a tour de force. For the first time, since the idea was bandied about in the '40s and early '50s, we have a non-trivial, nontailored set of examples of automatic programming." John Holland

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Övrig information

John R. Koza is Consulting Associate Professor in the Computer Science Department at Stanford University.

Innehållsförteckning

Pervasiveness of the problem of program induction; introduction to genetic algorithms; the representation problem for genetic algorithms; overview of genetic programming; detailed description of genetic programming; four introductory examples of genetic programming; amount of processing required to solve a problem; non-randomness of genetic programming; symbolic regression - error-driven evolution; control - cost-driven evolution; evolution of emergent behaviour; evolution of subsumption; entropy-driven evolution; evolution of strategy; co-evolution; evolution of classification; iteration, recursion, and setting; evolution of constrained syntactic structures; evolution of building blocks; evolution of hierarchies of building blocks; parallelization of genetic programming; ruggedness of genetic programming; extraneous variables and functions; operational issues; review of genetic programming; comparison with other paradigms; spontaneous emergence of self-replicating and evolutionarily self-improving computer programs. Appendices: computer implementation; problem-specific part of simple LISP code; kernel of the simple LISP code; embellishments to the simple LISP code; streamlined version of EVAL; editor for simplifying S-expressions; testing the simple LISP code; time-saving techniques; list of special symbols; list of special functions.