Genetic programming theory and practice XI /
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: evo...
| Other Authors: | , , |
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| Format: | Book |
| Language: | English |
| Published: |
New York, NY :
Springer,
2014
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| Series: | Genetic and evolutionary computation series
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| Subjects: |
| Summary: | 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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| Physical Description: | 1 online resource (240 pages) : 36 black and white illustrations |
| Production Credits: | Foreword by Arthur K. Kordon |
| Bibliography: | Includes bibliographical references at the end of each chapters and index |
| ISBN: | 1306699703 1493903748 1493903756 9781306699709 9781493903740 9781493903757 |