Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time (Natural Computing Series) - Hardcover

Tomassini, Marco

 
9783540241935: Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time (Natural Computing Series)
Hardcover
ISBN 10: 3540241930 ISBN 13: 9783540241935
Publisher: Springer, 2005

Synopsis

Evolutionary algorithms (EAs) is now a mature problem-solving family of heuristics that has found its way into many important real-life problems and into leading-edge scientific research. Spatially structured EAs have different properties than standard, mixing EAs. By virtue of the structured disposition of the population members they bring about new dynamical features that can be harnessed to solve difficult problems faster and more efficiently. This book describes the state of the art in spatially structured EAs by using graph concepts as a unifying theme. The models, their analysis, and their empirical behavior are presented in detail. Moreover, there is new material on non-standard networked population structures such as small-world networks.

The book should be of interest to advanced undergraduate and graduate students working in evolutionary computation, machine learning, and optimization. It should also be useful to researchers and professionals working in fields where the topological structures of populations and their evolution plays a role.

"synopsis" may belong to another edition of this title.

About the Author

Marco Tomassini is a professor of Computer Science at the Information Systems Department of the University of Lausanne, Switzerland. He graduated in physical and chemical sciences in Mendoza, Argentina, and got a PhD degree in theoretical chemistry from the University of Perugia, Italy, working on computer simulations of condensed matter systems. His current research interests are centered around the application of biological ideas to artificial systems. He is active in evolutionary computation, especially spatially structured systems, genetic programming, and evolvable machines. He is also interested in machine learning, parallel cellular computing systems, and the dynamical properties of networked complex systems. He has been Program Chairman of several international events and has published many scientific papers and several authored and edited books in these fields.

"About this title" may belong to another edition of this title.

Publisher
Springer
Publication date
2005
Language
English
ISBN 10 
3540241930
ISBN 13 
9783540241935
Binding
Hardcover
Number of pages
206

Other Popular Editions of the Same Title

9783642063398: Spatially Structured Evolutionary Algorithms: Artificial Evolution in Space and Time (Natural Computing Series)

Featured Edition

ISBN 10:  364206339X ISBN 13:  9783642063398
Publisher: Springer, 2010
Softcover