Evolutionary Computation 2 : Advanced Algorithms and Operators
tarafından
 
Bäck, Thomas, 1963- editor.

Başlık
Evolutionary Computation 2 : Advanced Algorithms and Operators

Yazar
Bäck, Thomas, 1963- editor.

ISBN
9781420034349
 
9780367806378

Basım Bilgisi
First edition.

Fiziksel Tanımlama
1 online resource (308 pages)

İçerik
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.

Özet
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.

Konu Terimleri
COMPUTERS / Programming / Algorithms.
 
Evolutionary computation.
 
Evolutionary programming (Computer science)
 
MATHEMATICS / General

Yazar Ek Girişi
Bäck, Thomas, 1963-
 
Fogel, D. B,
 
Michalewicz, Zbigniew,

Tüzel Kişi Ek Girişi
Taylor & Francis.

Elektronik Erişim
Taylor & Francis https://www.taylorfrancis.com/books/9781420034349
 
Taylor & Francis https://www.taylorfrancis.com/books/9780367806378
 
OCLC metadata license agreement http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf


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