Description
Genetic Programming Theory and Practice XVII, 1st ed. 2020
Genetic and Evolutionary Computation Series
Language: EnglishSubject for Genetic Programming Theory and Practice XVII:
Publication date: 05-2021
Support: Print on demand
Publication date: 05-2020
409 p. · 15.5x23.5 cm · Hardback
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. In this year?s edition, the topics covered include many of the most important issues and research questions in the ?eld, such as: opportune application domains for GP-based methods, game playing and co-evolutionary search, symbolic regression and ef?cient learning strategies, encodings and representations for GP, schema theorems, and new selection mechanisms.The volume includes several chapters on best practices and lessons learned from hands-on experience. 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.
Provides contributions describing cutting-edge work on the theory and applications of genetic programming (GP)
Offers large-scale, real-world applications (big data) of GP to a variety of problem domains, including commercial and scientific applications as well as financial and insurance problems
Explores controlled semantics, lexicase and other selection methods, crossover techniques, diversity analysis and understanding of convergence tendencies