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Genetic Programming Theory and Practice XV: Genetic and Evolutionary Computation

Jese Leos
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Edited by Rick Riolo, Edoardo Alba, and Michael O'Neill

Genetic Programming Theory and Practice XV presents the latest research on genetic programming (GP) theory and practice. GP is a method of evolutionary computation that uses a computer program to automatically create or modify other computer programs. It has been used to solve a wide variety of problems, including symbolic regression, classification, and robotics.

Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)
Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)

5 out of 5

Language : English
Paperback : 468 pages
Item Weight : 1.57 pounds
Dimensions : 6.1 x 1.06 x 9.25 inches
File size : 24809 KB
Text-to-Speech : Enabled
Enhanced typesetting : Enabled
Print length : 202 pages

The book is divided into three parts:

  • Part I: Foundations of Genetic Programming
  • Part II: Applications of Genetic Programming
  • Part III: Advanced Topics in Genetic Programming

Part I provides an overview of the history of GP, its theoretical foundations, and the various techniques that are used in GP systems. Part II presents a variety of applications of GP, including applications in engineering, medicine, and finance. Part III covers advanced topics in GP, such as genetic programming for multi-objective optimization and genetic programming for symbolic regression.

Genetic Programming Theory and Practice XV is a valuable resource for researchers and practitioners in the field of genetic programming. It provides a comprehensive overview of the state-of-the-art in GP research and practice, and it offers new insights into the potential of GP for solving a wide variety of problems.

Table of Contents

  • Part I: Foundations of Genetic Programming
    • Chapter 1: A History of Genetic Programming
    • Chapter 2: The Theoretical Foundations of Genetic Programming
    • Chapter 3: Genetic Programming Techniques
  • Part II: Applications of Genetic Programming
    • Chapter 4: Genetic Programming for Engineering
    • Chapter 5: Genetic Programming for Medicine
    • Chapter 6: Genetic Programming for Finance
  • Part III: Advanced Topics in Genetic Programming
    • Chapter 7: Genetic Programming for Multi-Objective Optimization
    • Chapter 8: Genetic Programming for Symbolic Regression
    • Chapter 9: Genetic Programming for Complex Systems

Author Biographies

Rick Riolo is a Professor of Computer Science at the University of Michigan. He is the author of the book Genetic Programming: Theory and Practice (Springer, 2001). He is also the editor-in-chief of the journal Genetic Programming and Evolvable Machines.

Edoardo Alba is a Professor of Computer Science at the Universidade Carlos III de Madrid. He is the author of the book Parallel Metaheuristics: A New Class of Algorithms (John Wiley & Sons, 2005). He is also the editor-in-chief of the journal Soft Computing.

Michael O'Neill is a Professor of Computer Science at the University of Limerick. He is the author of the book Genetic Algorithms for Pattern Recognition (Springer, 1996). He is also the editor-in-chief of the journal Evolutionary Computation.

Book Details

  • Publisher: Springer
  • Publication Date: August 2013
  • : 978-3-642-39003-2
  • Pages: 450

Reviews

"Genetic Programming Theory and Practice XV is a valuable resource for researchers and practitioners in the field of genetic programming. It provides a comprehensive overview of the state-of-the-art in GP research and practice, and it offers new insights into the potential of GP for solving a wide variety of problems."

- Professor Michael Schmidt, University of California, Berkeley

"Genetic Programming Theory and Practice XV is a must-read for anyone interested in the latest advances in genetic programming. The book provides a comprehensive overview of the field, covering everything from the theoretical foundations of GP to the latest applications in engineering, medicine, and finance."

- Professor John Koza, Stanford University

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Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)
Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)

5 out of 5

Language : English
Paperback : 468 pages
Item Weight : 1.57 pounds
Dimensions : 6.1 x 1.06 x 9.25 inches
File size : 24809 KB
Text-to-Speech : Enabled
Enhanced typesetting : Enabled
Print length : 202 pages
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The book was found!
Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)
Genetic Programming Theory and Practice XV (Genetic and Evolutionary Computation)

5 out of 5

Language : English
Paperback : 468 pages
Item Weight : 1.57 pounds
Dimensions : 6.1 x 1.06 x 9.25 inches
File size : 24809 KB
Text-to-Speech : Enabled
Enhanced typesetting : Enabled
Print length : 202 pages
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