Genetic Programming

by ; ; ;
Format: Paperback
Pub. Date: 2008-05-16
Publisher(s): Springer-Verlag New York Inc
List Price: $96.29

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Summary

This book constitutes the refereed proceedings of the 11th European Conference on Genetic Programming, EuroGP 2008, held in Naples, Italy, in March 2008 colocated with EvoCOP 2008.The 21 revised plenary papers and 10 revised poster papers were carefully reviewed and selected from a total of 61 submissions. A great variety of topics are presented reflecting the current state of research in the field of genetic programming, including the latest work on representations, theory, operators and analysis, evolvable hardware, agents and numerous applications.

Table of Contents

Training Time and Team Composition Robustness in Evolved Multi-agent Systemsp. 1
Winning Ant Wars: Evolving a Human-Competitive Game Strategy Using Fitnessless Selectionp. 13
In Silicon No One Can Hear You Scream: Evolving Fighting Creaturesp. 25
Real-Time, Non-intrusive Speech Quality Estimation: A Signal-Based Modelp. 37
Good News: Using News Feeds with Genetic Programming to Predict Stock Pricesp. 49
A Genetic Programming Approach to Deriving the Spectral Sensitivity of an Optical Systemp. 61
A SIMD Interpreter for Genetic Programming on GPU Graphics Cardsp. 73
Partitioned Incremental Evolution of Hardware Using Genetic Programmingp. 86
Population Parallel GP on the G80 GPUp. 98
Operator Equalisation and Bloat Free GPp. 110
Practical Model of Genetic Programming's Performance on Rational Symbolic Regression Problemsp. 122
Semantic Building Blocks in Genetic Programmingp. 134
A Simple Powerful Constraint for Genetic Programmingp. 146
Crossover, Sampling, Bloat and the Harmful Effects of Size Limits 158
The Performance of a Selection Architecture for Genetic Programmingp. 170
A Comparison of Cartesian Genetic Programming and Linear Genetic Programmingp. 182
Evolvability Via Modularity-Induced Mutational Focussingp. 194
A Linear Estimation-of-Distribution GP Systemp. 206
Feature Discovery in Reinforcement Learning Using Genetic Programmingp. 218
Hardware Accelerators for Cartesian Genetic Programmingp. 230
Genetic Programming and Class-Wise Orthogonal Transformation for Dimension Reduction in Classification Problemsp. 242
Evolving Proactive Aggregation Protocolsp. 254
GP Classification under Imbalanced Data Sets: Active Sub-sampling and AUC Approximationp. 266
Exposing a Bias Toward Short-Length Numbers in Grammatical Evolutionp. 278
Cooperative Problem Decomposition in Pareto Competitive Classifier Models of Coevolutionp. 289
Integrating Categorical Variables with Multiobjective Genetic Programming for Classifier Constructionp. 301
The Effects of Constant Neutrality on Performance and Problem Hardness in GPp. 312
Applying Cost-Sensitive Multiobjective Genetic Programming to Feature Extraction for Spam E-mail Filteringp. 325
PlasmidPL: A Plasmid-Inspired Language for Genetic Programmingp. 337
Using Genetic Programming for Turing Machine Inductionp. 350
Altering Search Rates of the Meta and Solution Grammars in the mGGAp. 362
Author Indexp. 375
Table of Contents provided by Blackwell. All Rights Reserved.

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