Genetic Programming Theory and Practice XVI

Genetic Programming Theory and Practice XVI

Author
Wolfgang Banzhaf, Lee Spector, Leigh Sheneman
Publisher
Springer International Publishing
Language
English
Edition
1st ed.
Year
2019
Page
XXI, 234
ISBN
978-3-030-04734-4,978-3-030-04735-1
File Type
pdf
File Size
5.9 MiB

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: evolving developmental programs for neural networks solving multiple problems, tangled program, transfer learning and outlier detection using GP, program search for machine learning pipelines in reinforcement learning, automatic programming with GP, new variants of GP, like SignalGP, variants of lexicase selection, and symbolic regression and classification techniques. 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.

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