Advances in Genetic Programming 2

Advances in Genetic Programming: Volume 2 MIT Press ISBN 0-262-01158-1, 538 pp. $56.50, hardbound. MIT Press 1996 order.

edited by Peter J. Angeline Kenneth E. Kinnear, Jr.

CONTENTS
Contributors ix
Preface xiii
Acknowledgments xv
1 Genetic Programming's Continued Evolution 1
Peter J. Angeline
I VARIATIONS ON THE GENETIC PROGRAMMING THEME 21
2 A Comparative Analysis of Genetic Programming 23
Una-May O'Reilly, Franz Oppacher
3 Evolving Programmers: The Co-evolution of Intelligent Recombination Operators 45
Astro Teller
4 Extending Genetic Programming with Recombinative Guidance 69
Hitoshi Iba, Hugo de Garis
5 Two Self-Adaptive Crossover Operators for Genetic Programming89
Peter J. Angeline
6 Explicitly Defined Introns and Destructive Crossover in Genetic Programming 111
Peter Nordin, Frank Francone, Wolfgang Banzhaf
II MODULAR, RECURSIVE AND PRUNING GENETIC PROGRAMS 135
7 Simultaneous Evolution of Programs and Their Control Structures 137
Lee Spector
8 Classifying Protein Segments as Transmembrane Domains Using Architecture-Altering Operations in Genetic Programming 155
John R. Koza, David Andre
9 Discovery of Subroutines in Genetic Programming 177
Justinian P. Rosca, Dana H. Ballard
10 Evolving Recursive Programs for Tree Search 203
Scott Brave
11 Evolving Recursive Functions for the Even-Parity Problem Using Genetic Programming 221
Man Leung Wong, Kwong Sak Leung
12 Adaptive Fitness Functions for Dynamic Growing/Pruning of Program Trees 241
Byoung-Tak Zhang, Heinz Muhlenbein
III ANALYSIS AND IMPLEMENTATION ISSUES IN GENETIC PROGRAMMING 257
13 Efficiently Representing Populations in Genetic Programming 259
Maarten Keijzer
14 Genetically Optimizing The Speed of Programs Evolved to Play Tetris 279
Eric V. Siegel, Alexander D. Chaffee
15 The Royal Tree Problem, a Benchmark for Single and Multiple Population Genetic Programming 299
William F. Punch, Douglas Zongker, Erik D. Goodman
16 Parallel Genetic Programming: A Scalable Implementation Using The Transputer Network Architecture 317
David Andre, John R. Koza
17 Massively Parallel Genetic Programming 339
Hugues Juille, Jordan B. Pollack
18 Type Inheritance in Strongly Typed Genetic Programming 359
Thomas D. Haynes, Dale A. Schoenefeld, Roger L. Wainwright
19 On Using Syntactic Constraints with Genetic Programming 377
Frederic Gruau
20 Data Structures and Genetic Programming 395
William B. Langdon
IV NEW ENVIRONMENTS FOR GENETIC PROGRAMMING 415
21 Algorithm Discovery Using the Genetic Programming Paradigm: Extracting Low-Contrast Curvilinear Features from SAR Images of Arctic Ice 417
Jason M. Daida, Jonathan D. Hommes, Tommaso F. Bersano-Begey, Steven J. Ross, John F. Vesecky
22 Genetic Programming Learning and the Cobweb Model 443
Shu-Heng Chen, Chia-Hsuan Yeh
23 Evolutionary Identification of Macro-Mechanical Models 467
Marc Schoenauer, Michele Sebag, Francois Jouve, Bertrand Lamy, Habibou Maitournam
24 Discovering Time Oriented Abstractions in Historical Data to Optimize Decision Tree Classification 489
Brij Masand, Gregory Pietetsky-Shapiro
APPENDICES
A Genetic Programming Resources on the World-Wide Web 499
Patrick Tufts
B A Bibliography for Genetic Programming 507
William B. Langdon
Index 533

Other Books on Genetic Programming

ADVANCES IN GENETIC PROGRAMMING: Volume 1

Genetic Programming: On the Programming of Computers by Means of Natural Selection

Genetic Programming II: Automatic Discovery of Reusable Programs

W.B.Langdon@cs.bham.ac.uk 21 January 1998