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Theoretical Aspects of Evolutionary Computing by Leila Kallel (English) Paperbac
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Item specifics
- Condition
- ISBN-13
- 9783642086762
- Book Title
- Theoretical Aspects of Evolutionary Computing
- ISBN
- 9783642086762
- Publication Year
- 2010
- Series
- Natural Computing Ser.
- Type
- Textbook
- Format
- Trade Paperback
- Language
- English
- Publication Name
- Theoretical Aspects of Evolutionary Computing
- Item Length
- 9.3in
- Publisher
- Springer Berlin / Heidelberg
- Item Width
- 6.1in
- Item Weight
- 27.2 Oz
- Number of Pages
- X, 499 Pages
About this product
Product Information
During the first week of September 1999, the Second EvoNet Summer School on Theoretical Aspects of Evolutionary Computing was held at the Middelheim cam- pus of the University of Antwerp, Belgium. Originally intended as a small get- together of PhD students interested in the theory of evolutionary computing, the summer school grew to become a successful combination of a four-day workshop with over twenty researchers in the field and a two-day lecture series open to a wider audience. This book is based on the lectures and workshop contributions of this summer school. Its first part consists of tutorial papers which introduce the reader to a num- ber of important directions in the theory of evolutionary computing. The tutorials are at graduate level andassume only a basic backgroundin mathematics and com- puter science. No prior knowledge ofevolutionary computing or its theory is nec- essary. The second part of the book consists of technical papers, selected from the workshop contributions. A number of them build on the material of the tutorials, exploring the theory to research level. Other technical papers may require a visit to the library.
Product Identifiers
Publisher
Springer Berlin / Heidelberg
ISBN-10
3642086764
ISBN-13
9783642086762
eBay Product ID (ePID)
99708217
Product Key Features
Publication Name
Theoretical Aspects of Evolutionary Computing
Format
Trade Paperback
Language
English
Publication Year
2010
Series
Natural Computing Ser.
Type
Textbook
Number of Pages
X, 499 Pages
Dimensions
Item Length
9.3in
Item Width
6.1in
Item Weight
27.2 Oz
Additional Product Features
Number of Volumes
1 Vol.
Lc Classification Number
Q334-342
Table of Content
I: Tutorials.- to Evolutionary Computing in Design Search and Optimisation.- Evolutionary Algorithms and Constraint Satisfaction: Definitions, Survey, Methodology, and Research Directions.- The Dynamical Systems Model of the Simple Genetic Algorithm.- Modelling Genetic Algorithm Dynamics.- Statistical Mechanics Theory of Genetic Algorithms.- Theory of Evolution Strategies -- A Tutorial.- Evolutionary Algorithms: From Recombination to Search Distributions.- Properties of Fitness Functions and Search Landscapes.- II: Technical Papers.- A Solvable Model of a Hard Optimisation Problem.- Bimodal Performance Profile of Evolutionary Search and the Effects of Crossover.- Evolution Strategies in Noisy Environments -- A Survey of Existing Work.- Cyclic Attractors and Quasispecies Adaptability.- Genetic Algorithms in Time-Dependent Environments.- Statistical Machine Learning and Combinatorial Optimization.- Multi-Parent Scanning Crossover and Genetic Drift.- Harmonic Recombination for Evolutionary Computation.- How to Detect all Maxima of a Function.- On Classifications of Fitness Functions.- Genetic Search on Highly Symmetric Solution Spaces: Preliminary Results.- Structure Optimization and Isomorphisms.- Detecting Spin-Flip Symmetry in Optimization Problems.- Asymptotic Results for Genetic Algorithms with Applications to Nonlinear Estimation.
Copyright Date
2001
Topic
Programming / General, Programming / Algorithms, Numerical Analysis, Intelligence (Ai) & Semantics
Dewey Decimal
006.3
Intended Audience
Scholarly & Professional
Dewey Edition
22
Illustrated
Yes
Genre
Computers, Mathematics
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