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Title:
Evolutionary Computation 2 : Advanced Algorithms and Operators
Author:
Bäck, Thomas, 1963- editor.
ISBN:
9781420034349

9780367806378
Edition:
First edition.
Physical Description:
1 online resource (308 pages)
Contents:
FITNESS EVALUATION -- Introduction to fitness evaluation -- Encoding and decoding functions -- Competitive fitness evaluation -- Complexity-based fitness evaluation -- Multiobjective optimization -- CONSTRAINT-HANDLING TECHNIQUES -- Introduction to constraint-handling techniques -- Penalty functions -- Decoders -- Repair algorithms -- Constraint-preserving operators -- Other constraint-handling methods -- Constraint-satisfaction problems -- POPULATION STRUCTURES -- Niching methods -- Speciation methods -- Island (migration) models: evolutionary algorithms based on punctuated equilibria -- Diffusion (cellular) models -- ADVANCED TECHNIQUES IN EVOLUTIONARY COMPUTATION -- Population sizing -- Mutation parameters -- Recombination parameters -- Parameter control -- Self-adaptation -- Meta-evolutionary approaches -- Coevolutionary algorithms -- IMPLEMENTATION OF EVOLUTIONARY ALGORITHMS -- Efficient implementation of algorithms -- Computation time of evolutionary operators -- Hardware realizations of evolutionary algorithms -- INDEX.
Abstract:
Evolutionary Computation 2: Advanced Algorithms and Operators expands upon the basic ideas underlying evolutionary algorithms. The focus is on fitness evaluation, constraint-handling techniques, population structures, advanced techniques in evolutionary computation, and the implementation of evolutionary algorithms. It is intended to be used by individual researchers and students in the expanding field of evolutionary computation.
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