This book surveys key algorithm developments between 1990 and 2012, with brief descriptions, a unified pseudocode for each algorithm and downloadable program code. Provides a taxonomy to clarify similarities and differences as well as historical relationships.
This volume, which includes the authors own software package, tracks the development of evolutionary computation since 1990, with detailed evaluations of key approaches, pseudocode representations of each algorithm, and industry-applicable BBOB benchmarking.
Chap. 1 - Introduction.- Chap. 2 - Evolution Strategies.- Chap. 3 - Taxonomy of Evolution Strategies.- Chap. 4 - Empirical Analysis.- Chap. 5 - Summary.- List of Figures.- List of Algorithms.- Bibliography.
Thomas B?ck is a full Professor of Computer Science at Leiden University, The Netherlands. He received his PhD, under the supervision of Hans-Paul Schwefel, from Dortmund University, Germany in 1994, and worked for the Informatik Centrum Dortmund from 1994 to 2000. He is president and founder of divis intelligent solutions, a company providing optimization and data mining software and consulting services; among its clients are companies such as Audi, BMW, Daimler, Ford and Honda. He has more than 200 publications on natural computing algorithms; he wrote the book? Evolutionary Algorithms: Theory and Practice, coedited the Handbook of Evolutionary Computation, and coedited the Handbook of Natural Computing. He received the best dissertation award from the Gesellschaft f?r Informatik (GI) in 1995 and is an elected fellow of the Intl. Society for Genetic and Evolutionary Computation.
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Christophe Foussette is a software development expert at divis intelligent solutions, Dortmund, Germany; previously he worked for NuTech Solutions. He received his MSc from Dortmund University in 2013. He specializes in data mining and nonlinear optimization algorithms based on evolution strategies, applied to col3G