This book constitutes the refereed proceedings of the 4th European Conference on Genetic Programming, EuroGP 2001, held at Lake Como, Italy in April 2001.
The 17 revised full papers and 13 research posters presented were carefully reviewed and selected during a rigorous double-blind refereeing process out of 42 submissions. All current aspects of genetic programming are addressed, ranging from theoretical and foundational issues to applications in a variety of fields such as robotics, artificial retina, character recognition, financial prediction, digital filter and electronic circuit design, image processing, data fusion, and bio-sequencing.
Author(s): Julian Miller, Marco Tomassini, Pier Luca Lanzi, Conor Ryan, Andrea G. B. Tettamanzi, William B. Langdon (eds.)
Series: Lecture Notes in Computer Science 2038
Edition: 1
Publisher: Springer
Year: 2001
Language: English
Pages: 379
Tags: Computation by Abstract Devices; Programming Techniques; Algorithm Analysis and Problem Complexity; Artificial Intelligence (incl. Robotics); Pattern Recognition; Computer Appl. in Life Sciences
Heuristic Learning Based on Genetic Programming....Pages 1-10
Evolving Color Constancy for an Artificial Retina....Pages 11-22
Adaptive Genetic Programming Applied to New and Existing Simple Regression Problems....Pages 23-35
An Evolutionary Approach to Automatic Generation of VHDL Code for Low-Power Digital Filters....Pages 36-50
Studying the Influence of Communication Topology and Migration on Distributed Genetic Programming....Pages 51-63
CAGE: A Tool for Parallel Genetic Programming Applications....Pages 64-73
Ripple Crossover in Genetic Programming....Pages 74-86
Evolving Receiver Operating Characteristics for Data Fusion....Pages 87-96
An Adaptive Mapping for Developmental Genetic Programming....Pages 97-107
A Schema Theory Analysis of the Evolution of Size in Genetic Programming with Linear Representations....Pages 108-125
Exact Schema Theorems for GP with One-Point and Standard Crossover Operating on Linear Structures and Their Application to the Study of the Evolution of Size....Pages 126-142
General Schema Theory for Genetic Programming with Subtree-Swapping Crossover....Pages 143-159
Evolving Modules in Genetic Programming by Subtree Encapsulation....Pages 160-175
Evolution of Affine Transformations and Iterated Function Systems Using Hierarchical Evolution Strategy....Pages 176-191
Evolving Turing Machines for Biosequence Recognition and Analysis....Pages 192-203
Neutrality and the Evolvability of Boolean Function Landscape....Pages 204-217
Polymorphism and Genetic Programming....Pages 218-233
Programmable Smart Membranes: Using Genetic Programming to Evolve Scalable Distributed Controllers for a Novel Self-Reconfigurable Modular Robotic Application....Pages 234-245
A GP Artificial Ant for image processing: preliminary experiments with EASEA.....Pages 246-255
Feature Extraction for the k-Nearest Neighbour Classifier with Genetic Programming....Pages 256-267
An Indirect Block-Oriented Representation for Genetic Programming....Pages 268-279
Raising the Dead: Extending Evolutionary Algorithms with a Case-Based Memory....Pages 280-290
Layered Learning in Genetic Programming for a Cooperative Robot Soccer Problem....Pages 291-301
Linear-Tree GP and Its Comparison with Other GP Structures....Pages 302-312
Evolving Hand-Eye Coordination for a Humanoid Robot with Machine Code Genetic Programming....Pages 313-324
Adaption of Operator Probabilities in Genetic Programming....Pages 325-336
Crossover in Grammatical Evolution: The Search Continues....Pages 337-347
Computational Complexity, Genetic Programming, and Implications....Pages 348-360
Genetic Programming for Financial Time Series Prediction....Pages 361-370
Active Handwritten Character Recognition Using Genetic Programming....Pages 371-379
