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Genetic and Evolutionary Computation

Genetic Programming Theory and Practice XV

Editors: BANZHAF, W., Olson, R., Tozier, B., Riolo, R. (Eds.)

  • Provides papers 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 bioinformatics problems
  • Explores controlled semantics, lexicase and other selection methods, crossover techniques, diversity analysis and understanding of convergence tendencies
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eBook 74,96 €
price for Spain (gross)
  • ISBN 978-3-319-90512-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 93,59 €
price for Spain (gross)
  • ISBN 978-3-319-90511-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

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: exploiting subprograms in genetic programming, schema frequencies in GP, Accessible AI, GP for Big Data, lexicase selection, symbolic regression techniques, co-evolution of GP and LCS, and applying ecological principles to GP. It also covers 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.

Table of contents (11 chapters)

  • Exploiting Subprograms in Genetic Programming

    Fine, Steven B. (et al.)

    Pages 1-16

    Preview Buy Chapter 30,19 €
  • Schema Analysis in Tree-Based Genetic Programming

    Burlacu, Bogdan (et al.)

    Pages 17-37

    Preview Buy Chapter 30,19 €
  • Genetic Programming Symbolic Classification: A Study

    Korns, Michael F.

    Pages 39-54

    Preview Buy Chapter 30,19 €
  • Problem Driven Machine Learning by Co-evolving Genetic Programming Trees and Rules in a Learning Classifier System

    Urbanowicz, Ryan J. (et al.)

    Pages 55-71

    Preview Buy Chapter 30,19 €
  • Applying Ecological Principles to Genetic Programming

    Dolson, Emily (et al.)

    Pages 73-88

    Preview Buy Chapter 30,19 €

Buy this book

eBook 74,96 €
price for Spain (gross)
  • ISBN 978-3-319-90512-9
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 93,59 €
price for Spain (gross)
  • ISBN 978-3-319-90511-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Genetic Programming Theory and Practice XV
Editors
  • WOLFGANG BANZHAF
  • Randy Olson
  • Bill Tozier
  • Rick Riolo
Series Title
Genetic and Evolutionary Computation
Copyright
2018
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG, part of Springer Nature
eBook ISBN
978-3-319-90512-9
DOI
10.1007/978-3-319-90512-9
Hardcover ISBN
978-3-319-90511-2
Series ISSN
1932-0167
Edition Number
1
Number of Pages
XV, 187
Number of Illustrations
8 b/w illustrations, 46 illustrations in colour
Topics