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Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications (Paperback)
Loot Price: R2,201
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Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications (Paperback)
Series: Numerical Insights
Expected to ship within 12 - 17 working days
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Genetic Algorithms and Genetic Programming: Modern Concepts and
Practical Applications discusses algorithmic developments in the
context of genetic algorithms (GAs) and genetic programming (GP).
It applies the algorithms to significant combinatorial optimization
problems and describes structure identification using HeuristicLab
as a platform for algorithm development. The book focuses on both
theoretical and empirical aspects. The theoretical sections explore
the important and characteristic properties of the basic GA as well
as main characteristics of the selected algorithmic extensions
developed by the authors. In the empirical parts of the text, the
authors apply GAs to two combinatorial optimization problems: the
traveling salesman and capacitated vehicle routing problems. To
highlight the properties of the algorithmic measures in the field
of GP, they analyze GP-based nonlinear structure identification
applied to time series and classification problems. Written by core
members of the HeuristicLab team, this book provides a better
understanding of the basic workflow of GAs and GP, encouraging
readers to establish new bionic, problem-independent theoretical
concepts. By comparing the results of standard GA and GP
implementation with several algorithmic extensions, it also shows
how to substantially increase achievable solution quality.
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