Download e-book for iPad: Genetic Algorithms and Genetic Programming: Modern Concepts by Michael Affenzeller,Stefan Wagner,Stephan Winkler,Andreas

By Michael Affenzeller,Stefan Wagner,Stephan Winkler,Andreas Beham

Genetic Algorithms and Genetic Programming: glossy strategies and functional Applications discusses algorithmic advancements within the context of genetic algorithms (GAs) and genetic programming (GP). It applies the algorithms to major combinatorial optimization difficulties and describes constitution id utilizing HeuristicLab as a platform for set of rules development.

The ebook specializes in either theoretical and empirical points. The theoretical sections discover the $64000 and attribute houses of the fundamental GA in addition to major features of the chosen algorithmic extensions constructed through the authors. within the empirical elements of the textual content, the authors practice gasoline to 2 combinatorial optimization difficulties: the touring salesman and capacitated car routing difficulties. to focus on the homes of the algorithmic measures within the box of GP, they examine GP-based nonlinear constitution identity utilized to time sequence and class difficulties.

Written by way of center participants of the HeuristicLab staff, this e-book presents a greater figuring out of the elemental workflow of fuel and GP, encouraging readers to set up new bionic, problem-independent theoretical innovations. by way of evaluating the result of ordinary GA and GP implementation with a number of algorithmic extensions, it additionally indicates tips on how to considerably raise feasible resolution quality.

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Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications (Numerical Insights) by Michael Affenzeller,Stefan Wagner,Stephan Winkler,Andreas Beham

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