Genetic Programming Theory and Practice

Author:   Rick Riolo ,  Bill Worzel
Publisher:   Springer-Verlag New York Inc.
Edition:   Softcover reprint of the original 1st ed. 2003
Volume:   6
ISBN:  

9781461347477


Pages:   317
Publication Date:   12 October 2012
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Genetic Programming Theory and Practice


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Overview

Genetic Programming Theory and Practice explores the emerging interaction between theory and practice in the cutting-edge, machine learning method of Genetic Programming (GP). The material contained in this contributed volume was developed from a workshop at the University of Michigan's Center for the Study of Complex Systems where an international group of genetic programming theorists and practitioners met to examine how GP theory informs practice and how GP practice impacts GP theory. The contributions cover the full spectrum of this relationship and are written by leading GP theorists from major universities, as well as active practitioners from leading industries and businesses. Chapters include such topics as John Koza's development of human-competitive electronic circuit designs; David Goldberg's application of ""competent GA"" methodology to GP; Jason Daida's discovery of a new set of factors underlying the dynamics of GP starting from applied research; and Stephen Freeland's essay on the lessons of biology for GP and the potential impact of GP on evolutionary theory.

Full Product Details

Author:   Rick Riolo ,  Bill Worzel
Publisher:   Springer-Verlag New York Inc.
Imprint:   Springer-Verlag New York Inc.
Edition:   Softcover reprint of the original 1st ed. 2003
Volume:   6
Dimensions:   Width: 15.50cm , Height: 1.80cm , Length: 23.50cm
Weight:   0.516kg
ISBN:  

9781461347477


ISBN 10:   1461347475
Pages:   317
Publication Date:   12 October 2012
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1 Genetic Programming: Theory and Practice.- 2 An Essay Concerning Human Understanding for Genetic Programming.- 3 Classification of Gene Expression Data with Genetic Programming.- 4 Artificial Regulatory Networks and Genetic Programming.- 5 Using Software Engineering Knowledge to Drive Genetic Program Design Using Cultural Algorithms.- 6 Continuous Hierarchical Fair Competition Model for Sustainable Innovation in Genetic Programming.- 7 What Makes a Problem GP-Hard?.- 8 A Probalistic Model of Size Drift.- 9 Building-Block Supply in Genetic Programming.- 10 Modularization by Multi-Run Frequency Driven Subtree Encapsulation.- 11 The Distribution of Reversible Functions is Normal.- 12 Doing Genetic Algorithms the Genetic Programming Way.- 13 Probalistic Model Building and Competent Genetic Programming.- 14 Automated Synthesis by Means of Genetic Programming Complex Structures Incorporating Reuse, Parameterized Reuse, Hierarchies, and Development.- 15 Industrial Strength Genetic Programming.- 16 Operator Choice and the Evolution of Robust Solution.- 17 A Hybrid GP-Fuzzy Approach for Reservoir Characterization.- 18 Enhanced Emerging Market Stock Selection.- 19 Three Fundamentals of the Biological Genetic Algorithm.

Reviews

From the reviews: This book contains 19 chapters that are based on respective research papers presented at the workshop 'Genetic Program, Theory and Practice'. ... The balanced combination of theoretical issues and application issues, along with the many new and interesting results described by the contributors make this book a useful source of up-to-date information on GP. The book will no doubt inspire new and old researchers and practitioners to push further the frontiers of GP theory and practice for the benefit of the international society. (Spyros Tzafestas, Journal of Intelligent and Robotic Systems, Vol. 45, 2006)


From the reviews: This book contains 19 chapters that are based on respective research papers presented at the workshop `Genetic Program, Theory and Practice'. ... The balanced combination of theoretical issues and application issues, along with the many new and interesting results described by the contributors make this book a useful source of up-to-date information on GP. The book will no doubt inspire new and old researchers and practitioners to push further the frontiers of GP theory and practice for the benefit of the international society. (Spyros Tzafestas, Journal of Intelligent and Robotic Systems, Vol. 45, 2006)


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