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Genetic Programming Theory and Practice XI

Language EnglishEnglish
Book Hardback
Book Genetic Programming Theory and Practice XI Rick Riolo
Libristo code: 02300455
Publishers Springer-Verlag New York Inc., April 2014
These contributions, written by the foremost international researchers and practitioners of Genetic... Full description
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These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: evolutionary constraints, relaxation of selection mechanisms, diversity preservation strategies, flexing fitness evaluation, evolution in dynamic environments, multi-objective and multi-modal selection, foundations of evolvability, evolvable and adaptive evolutionary operators, foundation of injecting expert knowledge in evolutionary search, analysis of problem difficulty and required GP algorithm complexity, foundations in running GP on the cloud communication, cooperation, flexible implementation, and ensemble methods. Additional focal points for GP symbolic regression are: (1) The need to guarantee convergence to solutions in the function discovery mode; (2) Issues on model validation; (3) The need for model analysis workflows for insight generation based on generated GP solutions model exploration, visualization, variable selection, dimensionality analysis; (4) Issues in combining different types of data. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results.

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About the book

Full name Genetic Programming Theory and Practice XI
Author Rick Riolo, Jason H. Moore, Mark Kotanchek
Language English
Binding Book - Hardback
Date of issue 2014
Number of pages 227
EAN 9781493903740
ISBN 1493903748
Libristo code 02300455
Publishers Springer-Verlag New York Inc.
Weight 5354
Dimensions 155 x 235 x 18

Categories

Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering > Robotics
Computing & Information Technology > Computer programming / software engineering > Algorithms & data structures
Computing & Information Technology > Computer science > Mathematical theory of computation
Computing & Information Technology > Computer science > Artificial intelligence
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