Introduction to Evolutionary Computing

The overall structure of this new edition is three-tier: Part I presents the basics, Part II is concerned with methodological issues, and Part III discusses advanced topics. In the second edition the authors have reorganized the material to focus on problems, how to represent them, and then how to c...

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Bibliographic Details
Main Authors: Eiben, A.E (Author), Smith, J.E (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2015.
Edition:2nd ed. 2015.
Series:Natural Computing Series,
Subjects:
Online Access:Full Text via HEAL-Link
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245 1 0 |a Introduction to Evolutionary Computing  |h [electronic resource] /  |c by A.E. Eiben, J.E. Smith. 
250 |a 2nd ed. 2015. 
264 1 |a Berlin, Heidelberg :  |b Springer Berlin Heidelberg :  |b Imprint: Springer,  |c 2015. 
300 |a XII, 287 p. 67 illus., 12 illus. in color.  |b online resource. 
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490 1 |a Natural Computing Series,  |x 1619-7127 
505 0 |a Problems to Be Solved -- Evolutionary Computing: The Origins -- What Is an Evolutionary Algorithm? -- Representation, Mutation, and Recombination -- Fitness, Selection, and Population Management -- Popular Evolutionary Algorithm Variants -- Hybridisation with Other Techniques: Memetic Algorithms -- Nonstationary and Noisy Function Optimisation -- Multiobjective Evolutionary Algorithms -- Constraint Handling -- Interactive Evolutionary Algorithms -- Coevolutionary Systems -- Theory -- Evolutionary Robotics -- Parameters and Parameter Tuning -- Parameter Control -- Working with Evolutionary Algorithms -- References. 
520 |a The overall structure of this new edition is three-tier: Part I presents the basics, Part II is concerned with methodological issues, and Part III discusses advanced topics. In the second edition the authors have reorganized the material to focus on problems, how to represent them, and then how to choose and design algorithms for different representations. They also added a chapter on problems, reflecting the overall book focus on problem-solvers, a chapter on parameter tuning, which they combined with the parameter control and "how-to" chapters into a methodological part, and finally a chapter on evolutionary robotics with an outlook on possible exciting developments in this field. The book is suitable for undergraduate and graduate courses in artificial intelligence and computational intelligence, and for self-study by practitioners and researchers engaged with all aspects of bioinspired design and optimization. 
650 0 |a Computer science. 
650 0 |a Computers. 
650 0 |a Artificial intelligence. 
650 0 |a Mathematical optimization. 
650 0 |a Computational intelligence. 
650 0 |a Robotics. 
650 0 |a Automation. 
650 1 4 |a Computer Science. 
650 2 4 |a Artificial Intelligence (incl. Robotics). 
650 2 4 |a Computational Intelligence. 
650 2 4 |a Theory of Computation. 
650 2 4 |a Robotics and Automation. 
650 2 4 |a Optimization. 
700 1 |a Smith, J.E.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783662448731 
830 0 |a Natural Computing Series,  |x 1619-7127 
856 4 0 |u http://dx.doi.org/10.1007/978-3-662-44874-8  |z Full Text via HEAL-Link 
912 |a ZDB-2-SCS 
950 |a Computer Science (Springer-11645)