This book constitutes the refereed proceedings of the 12th European Conference on Genetic Programming, EuroGP 2010, held in Istanbul, Turkey, in April 2010 co-located with the Evo* 2010 events. This 28 revised full papers were carefully reviewed and selected from 48 submissions. The wide range of topics in this volume reflect the current state of research in the field, including representations, theory, operators and analysis, novel models, performance enhancements, extensions of genetic programming, and various applications.
Author(s): Urvesh Bhowan, Mengjie Zhang, Mark Johnston (auth.), Anna Isabel Esparcia-Alcázar, Anikó Ekárt, Sara Silva, Stephen Dignum, A. Şima Uyar (eds.)
Series: Lecture Notes in Computer Science 6021 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 336
Tags: Artificial Intelligence (incl. Robotics); Computation by Abstract Devices; Algorithm Analysis and Problem Complexity; Pattern Recognition; Computer Communication Networks; Programming Techniques
Front Matter....Pages -
Genetic Programming for Classification with Unbalanced Data....Pages 1-13
An Analysis of the Behaviour of Mutation in Grammatical Evolution....Pages 14-25
Positional Effect of Crossover and Mutation in Grammatical Evolution....Pages 26-37
Sub-tree Swapping Crossover and Arity Histogram Distributions....Pages 38-49
Novelty-Based Fitness: An Evaluation under the Santa Fe Trail....Pages 50-61
An Analysis of Genotype-Phenotype Maps in Grammatical Evolution....Pages 62-73
Handling Different Categories of Concept Drifts in Data Streams Using Distributed GP....Pages 74-85
An Indirect Approach to the Three-Dimensional Multi-pipe Routing Problem....Pages 86-97
Phenotypic Diversity in Initial Genetic Programming Populations....Pages 98-109
A Relaxed Approach to Simplification in Genetic Programming....Pages 110-121
Unsupervised Problem Decomposition Using Genetic Programming....Pages 122-133
GP-Fileprints: File Types Detection Using Genetic Programming....Pages 134-145
A Many Threaded CUDA Interpreter for Genetic Programming....Pages 146-158
Controlling Complex Dynamics with Artificial Biochemical Networks....Pages 159-170
Geometric Differential Evolution on the Space of Genetic Programs....Pages 171-183
Improving the Generalisation Ability of Genetic Programming with Semantic Similarity based Crossover....Pages 184-195
Evolving Genes to Balance a Pole....Pages 196-207
Solution-Locked Averages and Solution-Time Binning in Genetic Programming....Pages 208-219
Enabling Object Reuse on Genetic Programming-Based Approaches to Object-Oriented Evolutionary Testing....Pages 220-231
Analytic Solutions to Differential Equations under Graph-Based Genetic Programming....Pages 232-243
Learning a Lot from Only a Little: Genetic Programming for Panel Segmentation on Sparse Sensory Evaluation Data....Pages 244-255
Genetic Programming for Auction Based Scheduling....Pages 256-267
Bandit-Based Genetic Programming....Pages 268-277
Using Imaginary Ensembles to Select GP Classifiers....Pages 278-288
Analysis of Building Blocks with Numerical Simplification in Genetic Programming....Pages 289-300
Fast Evaluation of GP Trees on GPGPU by Optimizing Hardware Scheduling....Pages 301-312
Ensemble Image Classification Method Based on Genetic Image Network....Pages 313-324
Fine-Grained Timing Using Genetic Programming....Pages 325-336
Back Matter....Pages -
