Genetic Algorithms + Data Structures = Evolution Programs

Gebonden Engels 1996 3e druk 9783540606765
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

Genetic algorithms are founded upon the principle of evolution, i.e., survival of the fittest. Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the traveling salesman problem, and problems of scheduling, partitioning, and control. The importance of these techniques is still growing, since evolution programs are parallel in nature, and parallelism is one of the most promising directions in computer science.
The book is self-contained and the only prerequisite is basic undergraduate mathematics. This third edition has been substantially revised and extended by three new chapters and by additional appendices containing working material to cover recent developments and a change in the perception of evolutionary computation.

Specificaties

ISBN13:9783540606765
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:387
Uitgever:Springer Berlin Heidelberg
Druk:3

Lezersrecensies

Wees de eerste die een lezersrecensie schrijft!

Inhoudsopgave

1 GAs: What Are They?.- 2 GAs: How Do They Work?.- 3 GAs: Why Do They Work?.- 4 GAs: Selected Topics.- 5 Binary or Float?.- 6 Fine Local Tuning.- 7 Handling Constraints.- 8 Evolution Strategies and Other Methods.- 9 The Transportation Problem.- 10 The Traveling Salesman Problem.- 11 Evolution Programs for Various Discrete Problems.- 12 Machine Learning.- 13 Evolutionary Programming and Genetic Programming.- 14 A Hierarchy of Evolution Programs.- 15 Evolution Programs and Heuristics.- 16 Conclusions.- Appendix A.- Appendix B.- Appendix C.- Appendix D.- References.

Managementboek Top 100

Rubrieken

Populaire producten

    Personen

      Trefwoorden

        Genetic Algorithms + Data Structures = Evolution Programs