Genetic Programming Theory and Practice III

Genetic Programming Theory and Practice III explores the emerging interaction between theory and practice in the cutting-edge, machine learning method of Genetic Programming (GP). This contributed volume was developed from the third workshop at the Univer

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GENETIC PROGRAMMING SERIES Series Editor John Koza Stanford University Also in the series: GENETIC PROGRAMMING AND DATA STRUCTURES: Genetic Programming + Data Structures = Automatic Programming! William B. Langdon; ISBN: 0-7923-8135-1 AUTOMATIC RE-ENGINEERING OF SOFTWARE USING GENETIC PROGRAMMING, Conor Ryan; ISBN: 0-7923-8653-1 DATA

MINING USING GRAMMAR BASED GENETIC PROGRAMMING AND APPLICATIONS, Man Leung Wong and Kwong Sak Leung; ISBN: 0-7923-7746-X

GRAMMATICAL EVOLUTION: Evolutionary Automatic Programming in an Arbitrary Language, Michael O'Neill and Conor Ryan; ISBN: 1-4020-7444-1 GENETIC PROGRAMMING IV: Routine Human-Computer Machine Intelligence, John R. Koza, Martin A. Keane, Matthew J. Streeter, William Mydlowec, Jessen Yu, Guido Lanza; ISBN: 1 -4020-7446-8 GENETIC PROGRAMMING THEORY AND PRACTICE, edited by Rick Rich and Bill Worzel; ISBN; 0-4020-7581-2 AUTOMATIC QUANTUM COMPUTER PROGRAMMING: A Genetic Programming Approach, Lee Spector; ISBN: 0-4020-7894-3 GENETIC PROGRAMMING THEORY AND PRACTICE II, edited by Una-May O'Reilly, Tina Yu, Rick Riolo and Bill Worzel; ISBN: 0387-23253-2

The cover art was created by Leslie Sobel in Photoshop from an original photomicrograph of plant cells and genetic programming code. More of Sobel's artwork can be seen at www.lesliesobel.com..

Genetic Programming Theory and Practice III

Edited by Tina Yu Chevron Information Technology Company

Rick Riolo Center for the Study of Complex Systems University of Michigan

Bill Worzel Genetics Squared, Inc,

Springer

Tina Yu Chevron Information Technology Company Rick Riolo Center for the Study of Complex Systems University of Michigan Bill Worzel Genetics Squared, Inc. Library of Congress Control Number: 2003062632 ISBN-10: 0-387-28110-X

e-ISBN: 0-387-28111-8

ISBN-13: 978-0387-28110-0 Printed on acid-free paper. © 2006 by Springer Science+Business Media, Inc. All rights reserved. This work may not be translated or copied in whole or in part without the written permission of the publisher (Springer Science -f- Business Media, Inc., 233 Spring Street, New York, NY 10013, USA), except for brief excerpts in connection with reviews or scholarly analysis. Use in connection with any form of information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed is forbidden. The use in this publication of trade names, trademarks, service marks and similar terms, even if they are not identified as such, is not to be taken as an expression of opinion as to whether or not they are subject to proprietary rights. Printed in the United States of America

987654321 springeronline.com

SPIN 11378488

Contents

Contributing Authors Preface Foreword 1 Genetic Programming: Theory and Practice Tina Yu, RickRiolo and Bill Worzel 2 Evolving Swarming Agents in Real Time H. Van Dyke Parunak

vii xiii xv 1

15

3

Automated Design of a Previously Patented Aspherical Optical Lens System by Means of Genetic Programming Lee W. Jones, Sameer H. Al-Sakran and John R, Koza