From the reviews: "This is intended primarily as a textbook for lecturers and graduate and undergraduate students but will certainly attract a wider readership. The authors explain that each of them has many years of teaching experience, and has given instruction on Evolutionary Computing (EC) ... and they realised the need for a suitable textbook and decided to write this one. ... Beside serving as an introduction the book is a guide to the state-of-the art. ... This is a well-produced and very useful book." (Alex M. Andrew, Robotica, Vol. 22, 2004)
The first complete overview of evolutionary computing, the collective name for a range of problem-solving techniques based on principles of biological evolution, such as natural selection and genetic inheritance. The text is aimed directly at lecturers and graduate and undergraduate students. It is also meant for those who wish to apply evolutionary computing to a particular problem or within a given application area. The book contains quick-reference information on the current state-of-the-art in a wide range of related topics, so it is of interest not just to evolutionary computing specialists but to researchers working in other fields.
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In what is a hugely exciting and fast developing field, here is the first complete overview, covering all algorithm variants. It contains easily accessed reference information on the current state-of-the-art in a wide range of related topics, too.
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1 Introduction.- 2 What is an Evolutionary Algorithm?.- 3 Genetic Algorithms.- 4 Evolution Strategies.- 5 Evolutionary Programming.- 6 Genetic Programming.- 7 Learning Classifier Systems.- 8 Parameter Control in Evolutionary Algorithms.- 9 Multimodal Problems and Spatial Distribution.- 10 Hybridisation with Other Techniques: Memetic Algorithms.- 11 Theory.- 12 Constraint Handling.- 13 Special Forms of Evolution.- 14 Working with Evolutionary Algorithms.- 15 Summary.- A Gray Coding.- B Test Functions.- References.
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Produktdetaljer
ISBN
9783540401841
Publisert
2003-09-08
Utgiver
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Vekt
628 gr
Høyde
156 mm
Bredde
234 mm
Dybde
19 mm
Aldersnivå
UU, G, 05, 01
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
300