This book constitutes the refereed proceedings of the 11th European Conference on Genetic Programming, EuroGP 2009, held in Tübingen, Germany, in April 2009 colocated with the Evo* 2009 events.
The 21 revised plenary papers and 9 revised poster papers were carefully reviewed and selected from a total of 57 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, feature selection, generalisation, coevolution and numerous applications.
Author(s): Robert Curry, Malcolm I. Heywood (auth.), Leonardo Vanneschi, Steven Gustafson, Alberto Moraglio, Ivanoe De Falco, Marc Ebner (eds.)
Series: Lecture Notes in Computer Science 5481 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 363
City: Philadelphia
Tags: Programming Techniques; Computation by Abstract Devices; Algorithm Analysis and Problem Complexity; Pattern Recognition; Artificial Intelligence (incl. Robotics); Computational Biology/Bioinformatics
Front Matter....Pages -
One-Class Genetic Programming....Pages 1-12
Genetic Programming Based Approach for Synchronization with Parameter Mismatches in EEG....Pages 13-24
Memory with Memory in Tree-Based Genetic Programming....Pages 25-36
On Dynamical Genetic Programming: Random Boolean Networks in Learning Classifier Systems....Pages 37-48
Why Coevolution Doesn’t “Work”: Superiority and Progress in Coevolution....Pages 49-60
On Improving Generalisation in Genetic Programming....Pages 61-72
Mining Evolving Learning Algorithms....Pages 73-84
The Role of Population Size in Rate of Evolution in Genetic Programming....Pages 85-96
Genetic Programming Crossover: Does It Cross over?....Pages 97-108
Evolution of Search Algorithms Using Graph Structured Program Evolution....Pages 109-120
Genetic Programming for Feature Subset Ranking in Binary Classification Problems....Pages 121-132
Self Modifying Cartesian Genetic Programming: Fibonacci, Squares, Regression and Summing....Pages 133-144
Automatic Creation of Taxonomies of Genetic Programming Systems....Pages 145-158
Extending Operator Equalisation: Fitness Based Self Adaptive Length Distribution for Bloat Free GP....Pages 159-170
Modeling Social Heterogeneity with Genetic Programming in an Artificial Double Auction Market....Pages 171-182
Exploring Grammatical Evolution for Horse Gait Optimisation....Pages 183-194
There Is a Free Lunch for Hyper-Heuristics, Genetic Programming and Computer Scientists....Pages 195-207
Tree Based Differential Evolution....Pages 208-219
A Rigorous Evaluation of Crossover and Mutation in Genetic Programming....Pages 220-231
On Crossover Success Rate in Genetic Programming with Offspring Selection....Pages 232-243
An Experimental Study on Fitness Distributions of Tree Shapes in GP with One-Point Crossover....Pages 244-255
Behavioural Diversity and Filtering in GP Navigation Problems....Pages 256-267
A Real-Time Evolutionary Object Recognition System....Pages 268-279
On the Effectiveness of Evolution Compared to Time-Consuming Full Search of Optimal 6-State Automata....Pages 280-291
Semantic Aware Crossover for Genetic Programming: The Case for Real-Valued Function Regression....Pages 292-302
Beneficial Preadaptation in the Evolution of a 2D Agent Control System with Genetic Programming....Pages 303-314
Adaptation, Performance and Vapnik-Chervonenkis Dimension of Straight Line Programs....Pages 315-326
A Statistical Learning Perspective of Genetic Programming....Pages 327-338
Quantum Circuit Synthesis with Adaptive Parameters Control....Pages 339-350
Comparison of CGP and Age-Layered CGP Performance in Image Operator Evolution....Pages 351-361
Back Matter....Pages -
