Genetic Programming : 14th European Conference, EuroGP 2011, Torino, Italy, April 27-29, 2011, Proceedings

by Silva, Sara; Foster, James A.; Nicolau, Miguel; Machado, Penousal; Giacobini, Mario

• ISBN13: 9783642204067
• ISBN10: 3642204066
• Format: Paperback
• Copyright: 2011-06-28
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 14th European Conference on Genetic Programming, EuroGP 2011, held in Torino, Italy, in April 2011 co-located with the Evo* 2011 events. This 20 revised full papers presented together with 9 poster papers were carefully reviewed and selected from 59 submissions. The wide range of topics in this volume reflect the current state of research in the field, including representations, theory, novel operators and techniques, self organization, and applications.

Table of Contents

Oral Presentations
A Sniffer Technique for an Efficient Deduction of Model Dynamical Equations Using Genetic Programming	p. 1
Robustness, Evolvability, and Accessibility in Linear Genetic Programming	p. 13
A Quantitative Study of Learning and Generalization in Genetic Programming	p. 25
GP-Based Electricity Price Forecasting	p. 37
Novel Loop Structures and the Evolution of Mathematical Algorithms	p. 49
Maximum Margin Decision Surfaces for Increased Generalisation in Evolutionary Decision Tree Learning	p. 61
Evolving Cell Array Configurations Using CGP	p. 73
Designing Pheromone Update Strategies with Strongly Typed Genetic Programming	p. 85
Random Lines: A Novel Population Set-Based Evolutionary Global Optimization Algorithm	p. 97
A Peer-to-Peer Approach to Genetic Programming	p. 108
Performance Models for Evolutionary Program Induction Algorithms Based on Problem Difficulty Indicators	p. 118
Examining Mutation Landscapes in Grammar Based Genetic Programming	p. 130
ReNCoDe: A Regulatory Network Computational Device	p. 142
Statistical Distribution of Generation-to-Success in GP: Application to Model Accumulated Success Probability	p. 154
Learnable Embeddings of Program Spaces	p. 166
Parallel Linear Genetic Programming	p. 178
How Far Is It From Here to There? A Distance That Is Coherent with GP Operators	p. 190
Evolution of a Brain-Computer Interface Mouse via Genetic Programming	p. 203
Operator Self-adaptation in Genetic Programming	p. 215
Evolving Fitness Functions for Mating Selection	p. 227
Posters
Experiments on Islands	p. 239
A New Approach to Solving 0-1 Multiconstraint Knapsack Problems Using Attribute Grammar with Lookahead	p. 250
An Empirical Study of Functional Complexity as an Indicator of Overfitting in Genetic Programming	p. 262
Estimating Classifier Performance with Genetic Programming	p. 274
Investigation of the Performance of Different Mapping Orders for GE on the Max Problem	p. 286
A Self-scaling Instruction Generator Using Cartesian Genetic Programming	p. 298
Exploring Grammatical Modification with Modules in Grammatical Evolution	p. 310
Multi-objective Genetic Programming for Visual Analytics	p. 322
A Continuous Approach to Genetic Programming	p. 335
Author Index	p. 347
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