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Jul 1996
ISBN 0262611279
600 pp.
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Genetic Programming 1996
John R. Koza , David E. Goldberg , David B. Fogel and Rick L. Riolo

Genetic programming is a domain-independent method for automatic programming that evolves computer programs that solve, or approximately solve, problems. Starting with a primordial ooze of thousands of randomly created computer programs composed of functions and terminals appropriate to a problem, a population of programs is progressively evolved over many generations using the Darwinian principle of survival of the fittest, a sexual recombination operation, and occasional mutation.

These proceedings of the first Genetic Programming Conference present the most recent research in the field of genetic programming as well as recent research results in the fields of genetic algorithms, evolutionary programming, and learning classifier systems.

Topics include: Applications of genetic programming. Theoretical foundations of genetic programming. Implementation issues. Technique extensions. Automated synthesis of analog electrical circuits. Automatic programming of cellular automata. Induction. System identification. Control. Evolution of machine language programs. Automatic programming of multi-agent strategies. Automated evolution of program architecture. Evolution of mental models. Implementations of memory and state. Cellular encoding. Evolvable hardware. Parallelization techniques. Relations to biology and cognitive systems. Genetic algorithms. Evolutionary programming. Evolution strategies. Learning classifier systems.

Complex Adaptive Systems series.

Table of Contents
 Preface
 Chairs and Committees
 Long Genetic Programming Papers
1 Discovery by Genetic Programming of a Cellular Automata Rule that Is Better than any Known Rule for the Majority Classification Problem
by David Andre, Forrest H Bennett III and John R. Koza
2 A Study in Program Response and the Negative Effects of Introns in Genetic Programming
by David Andre and Astro Teller
3 An Investigation into the Sensitivity of Genetic Programming to the Frequency of Leaf Selection during Subtree Crossover
by Peter J. Angeline
4 Automatic Creation of an Efficient Multi-Agent Architecture Using Genetic Programming with Architecture-Altering Operations
by Forrest H Bennett III
5 Evolving Deterministic Finite Automata Using Cellular Encoding
by Scott Brave
6 Genetic Programming and the Efficient Market Hypothesis
by Shu-Heng Chen and Chia-Hsuan Yeh
7 Bargaining by Artificial Agents in Two Coalition Games: A Study in Genetic Programming for Electronic Commerce
by Garett Dworman, Steven O. Kinbrough and James D. Laing
8 Waveform Recognition Using Genetic Programmnig: The Myoelectric Signal Recognition Problem
by Jaime J. Fernandez, Kristin A. Farry and John B. Cheatham
9 Benchmarking the Generalization Capabilities of a Compiling Genetic Programming System Using Sparse Data Sets
by Frank D. Francone, Peter Nordin and Wolfgang Banzhaf
10 A Comparison between Cellular Encoding and Direct Encoding for Genetic Neural Networks
by Frédéric Gruau, Darrell Whitley and Larry Pyeatt
11 Entailment for Specification Refinement
by Thomas Haynes, Rose Gamble, Leslie Knight and Roger Wainwright
12 Genetic Programming of Near-Minimum-Time Spacecraft Attitude Maneuvers
by Brian Howley
13 Evolving Evolution Programs: Genetic Programming and L-Systems
by Christian Jacob
14 Genetic Programming Using Genotype-Phenotype Mapping from Linear Genomes into Linear Phenotypes
by Robert E. Keller and Wolfgang Banzhaf
15 Automated WYWIWYG Design of Both the Topology and Component Values of Electrical Circuits Using Genetic Programming
by John R. Koza, Forrest H Bennett III, David Andre and Martin A. Keane
16 Use of Automatically Defined Functions and Architecture-Altering Operations in Automated Circuit Synthesis with Genetic Programming
by John R. Koza, David Andre, Forrest H Bennett III and Martin A. Keane
17 Using Data Structures within Genetic Programming
by W. B. Langdon
18 Evolving Teamwork and Coordination with Genetic Programming
by Sean Luke and Lee Spector
19 Using Genetic Programming to Develop Inferential Estimation Algorithms
by Ben McKay, Mark Willis, Gary Montague and Geoffrey W. Barton
20 Dynamics of Genetic Programming and Chaotic Time Series Prediction
by Brian S. Mulloy, Rick L. Riolo and Robert S. Savit
21 Genetic Programming, the Reflection of Chaos, and the Bootstrap: Towards a Useful Test for Chaos
by E. Howard N. Oakley
22 Solving Facility Layout Problems Using Genetic Programming
by Jaime Garces-Perez, Dale A. Schoenefeld and Roger L. Wainwright
23 Variations in Evolution of Subsumption Architectures Using Genetic Programming: The Wall Following Robot Revisited
by Steven J. Ross, Jason M. Daida, Chau M. Doan, Tommaso F. Bersano-Begey and Jeffrey J. McClain
24 MASSON: Discovering Commonalities in Collection of Objects Using Genetic Programming
by Tae-Wan Ryu and Christoph F. Eick
25 Cultural Transmission of Information in Genetic Programming
by Lee Spector and Sean Luke
26 Code Growth in Genetic Programming
by Terrence Soule, James A. Foster and John Dickinson
27 High-Performance, Parallel, Stack-Based Genetic Programming
by Kilian Stoffel and Lee Spector
28 Search Bias, Language Bias, and Genetic Programming
by P. A. Whigham
29 Learning Recursive Functions from Noisy Examples Using Generic Genetic Programming
by Man Leung Wong and Kwong Sak Leung
 Short Genetic Programming Papers
30 Classification Using Cultural Co-Evolution and Genetic Programming
by Myriam Z. Abramson and Lawrence Hunter
31 Type-Constrained Genetic Programming for Rule-Base Definition in Fuzzy Logic Controllers
by Enrique Alba, Carlos Cotta and José M. Troya
32 The Evolution of Memory and Mental Models Using Genetic Programming
by Scott Brave
33 Automatic Generation of Object-Oriented Programs Using Genetic Programming
by Wilker Shane Bruce
34 Evolving Event-Driven Programs
by Mark Crosbie and Eugene H. Spafford
35 Computer-Assisted Design of Image Classification Algorithms: Dynamic and Static Fitness Evaluations in a Scaffolded Genetic Programming Environment
by Jason M. Daida, Tommaso F. Bersano-Begey, Steven J. Ross and John F. Vesecky
36 Improved Direct Acyclic Graph Evaluation and the Combine Operator in Genetic Programming
by Herman Ehrenburg
37 An Adverse Interaction between Crossover and Restricted Tree Depth in Genetic Programming
by Chris Gathercole and Peter Ross
38 The Prediction of the Degree of Exposure to Solvent of Amino Acid Residues via Genetic Programming
by Simon Handley
39 A New Class of Function Sets for Solving Sequence Problems
by Simon Handley
40 Evolving Edge Detectors with Genetic Programming
by Christopher Harris and Bernard Buxton
41 Toward Simulated Evolution of Machine Language Interaction
by Lorenz Huelsbergen
42 Robustness of Robot Programs Generated by Genetic Programming
by Takuya Ito, Hitoshi Iba and Masayuki Kimura
43 Signal Path Oriented Approach for Generation of Dynamic Process Models
by Peter Marenbach, Kurt D. Bettenhausen and Stephan Freyer
44 Evolving Control Laws for a Network of Traffic Signals
by David J. Montana and Steven Czerwinski
45 Distributed Genetic Programming: Empirical Study and Analysis
by Tatsuya Niwa and Hitoshi Iba
46 Programmatic Compression of Images and Sound
by Peter Nordin and Wolfgang Banzhaf
47 Investigating the Generality of Automatically Defined Functions
by Una-May O'Reilly
48 Parallel Genetic Programming: An Application to Trading Models Evolution
by Mouloud Oussaidène, Bastien Chopard, Olivier V. Pictet and Marco Tommassini
49 Genetic Programming for Image Analysis
by Riccardo Poli
50 Evolving Agents
by Adil Qureshi
51 Genetic Programming for Improved Data Mining: An Application to the Biochemistry of Protein Interactions
by M. I. Raymer, W. F. Punch, E. D. Goodman and L. A. Kuhn
52 Generality versus Size in Genetic Programming
by Justinian P. Rosca
53 Genetic Programming in Database Query Optimization
by Michael Stillger and Myra Spiliopoulou
54 Ontogenetic Programming
by Lee Spector and Kilian Stoffel
55 Using Genetic Programming to Approximate Maximum Clique
by Terence Soule, James A. Foster and John Dickinson
56 Paragen: A Novel Technique for the Autoparallelisation of Sequential Programs using Genetic Programming
by Paul Walsh and Conor Ryan
57 The Benefits of Computing with Introns
by Mark Wineberg and Franz Oppacher
 Genetic Programming Poster Papers
58 Co-Evolving Hierarchical Programs Using Genetic Programming
by Manu Ahluwalia and Terence C. Fogarty
59 GP Tools Available on the Web: A First Encounter
by Anthony G. Deakin and Derek F. Yates
60 Speeding up Genetic Programming: A Parallel BSP Implementation
by Dimitris C. Dracopoulos and Simon Kent
61 Easy Inverse Kinematics Using Genetic Programming
by Jonathan Gibbs
62 Noisy Wall Following and Maze Navigation through Genetic Programming
by Andrew Goldish
63 Genetic Programming Classification of Magnetic Resonance Data
by H. F. Gray, R. J. Maxwell, I. Martínez-Perez, C. Arús and S. Cerdá
64 GP-COM: A Distributed Component-Based Genetic Programming System in C++
by Christopher Harris and Bernard Buxton
65 Clique Detection via Genetic Programming
by Thomas Haynes and Dale Schoenefeld
66 Functional Languages on Linear Chromosomes
by Paul Holmes and Peter J. Barclay
67 Improving the Accuracy and Robustness of Genetic Programming through Expression Simplification
by Dale C. Hooper and Nicholas S. Flann
68 COAST: An Approach to Robustness and Reusability in Genetic Programming
by Naohiro Hondo, Hitoshi Iba and Yukinori Kakazu
69 Recurrences with Fixed Base Cases in Genetic Programming
by Stefan J. Johansson
70 Evolutionary and Incremental Methods to Solve Hard Learning Problems
by Ibrahim Kuscu
71 Detection of Patterns in Radiographs using ANN Designed and Trained with the Genetic Algorithm
by Alejandro Pazos, Julian Dorado and Antonino Santos
72 The Logic-Grammars-Based Genetic Programming System
by Man Leung Wong and Kwong Sak Leung
 Long Genetic Algorithms Papers
73 Genetic Algorithms with Analytical Solution
by Erol Gelenbe
74 Silicon Evolution
by Adrian Thompson
 Short Genetic Algorithms Papers
75 On Sensor Evolution in Robotics
by Karthik Balakrishnan and Vasant Honavar
76 Testing Software Using Order-Based Genetic Algorithms
by Edward B. Boden and Gilford F. Martino
77 Optmizing Local Area Networks Using Genetic Algorithms
by Andy Choi
78 A Genetic Algorithm for the Construction of Small and Highly Testable OKFDD Circuits
by Rolf Dreschler, Bernd Becker and Nicole Göckel
79 Motion Planning and Design of CAM Mechanisms by Means of a Genetic Algorithm
by Rodolfo Faglia and David Vetturi
80 Evolving Strategies Based on the Nearest-Neighbor Rule and a Genetic Algorithm
by Matthias Fuchs
81 Recognition and Reconstruction of Visibility Graphs Using a Genetic Algorithm
by Marshall S. Veach
 Genetic Algorithms Poster Papers
82 The Use of Genetic Algorithms in the Optimization of Competitive Neural Networks which Resolve the Stuck Vectors Problem
by Tin Ilakovac, Zeljka Perkovic and Strahil Ristov
83 An Extraction Method of a Car License Plate Using a Distributed Genetic Algorithm
by Dae Wook Kim, Sang Kyoon Kim and Hange Joon Kim
 Evolutionary Programming and Evolution Strategies Papers
84 Evolving Fractal Movies
by Peter J. Angeline
85 Preliminary Experiments on Discriminating between Chaotic Signals and Noise Using Evolutionay Programming
by David B. Fogel and Lawrence J. Fogel
86 Discovering Patterns in Spatial Data Using Evolutionary Programming
by Adam Ghozeil and David. B. Fogel
87 Evolved Reduced Parameter Bilinear Models for Time Series Prediction Using Fast Evolutionary Programming
by Sathyanarayan S. Rao and Kumar Chellapilla
 Classifier Systems Papers
88 Three-Dimensional Shape Optimization Utilizing a Learning Classifier System
by Robert A. Richards and Sheri D. Sheppard
89 Classifier System Renaissance: New Analogies, New Directions
by H. Brown Cribbs, III and Robert E. Smith
90 Natural Niching for Evolving Cooperative Classifiers
by Jeffrey Horn and David E. Goldberg
 Author Index
 Subject Index
 
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