T. M. Blackwell (auth.), Erick Cantú-Paz, James A. Foster, Kalyanmoy Deb, Lawrence David Davis, Rajkumar Roy, Una-May O’Reilly, Hans-Georg Beyer, Russell Standish, Graham Kendall, Stewart Wilson, Mark Harman, Joachim Wegener, Dipankar Dasgupta, Mitch A. Potter, Alan C. Schultz, Kathryn A. Dowsland, Natasha Jonoska, Julian Miller (eds.)9783540406020, 3-540-40602-6, 3540406034
The 193 revised full papers and 93 poster papers presented were carefully reviewed and selected from a total of 417 submissions. The papers are organized in topical sections on a-life adaptive behavior, agents, and ant colony optimization; artificial immune systems; coevolution; DNA, molecular, and quantum computing; evolvable hardware; evolutionary robotics; evolution strategies and evolutionary programming; evolutionary sheduling routing; genetic algorithms; genetic programming; learning classifier systems; real-world applications; and search based softare engineering.
Table of contents :
Swarms in Dynamic Environments….Pages 1-12
The Effect of Natural Selection on Phylogeny Reconstruction Algorithms….Pages 13-24
AntClust: Ant Clustering and Web Usage Mining….Pages 25-36
A Non-dominated Sorting Particle Swarm Optimizer for Multiobjective Optimization….Pages 37-48
The Influence of Run-Time Limits on Choosing Ant System Parameters….Pages 49-60
Emergence of Collective Behavior in Evolving Populations of Flying Agents….Pages 61-73
On Role of Implicit Interaction and Explicit Communications in Emergence of Social Behavior in Continuous Predators-Prey Pursuit Problem….Pages 74-85
Demonstrating the Evolution of Complex Genetic Representations: An Evolution of Artificial Plants….Pages 86-97
Sexual Selection of Co-operation….Pages 98-109
Optimization Using Particle Swarms with Near Neighbor Interactions….Pages 110-121
Revisiting Elitism in Ant Colony Optimization….Pages 122-133
A New Approach to Improve Particle Swarm Optimization….Pages 134-139
Clustering and Dynamic Data Visualization with Artificial Flying Insect….Pages 140-141
Ant Colony Programming for Approximation Problems….Pages 142-143
Long-Term Competition for Light in Plant Simulation….Pages 144-145
Using Ants to Attack a Classical Cipher….Pages 146-147
Comparison of Genetic Algorithm and Particle Swarm Optimizer When Evolving a Recurrent Neural Network….Pages 148-149
Adaptation and Ruggedness in an Evolvability Landscape….Pages 150-151
Study Diploid System by a Hamiltonian Cycle Problem Algorithm….Pages 152-153
A Possible Mechanism of Repressing Cheating Mutants in Myxobacteria….Pages 154-155
Tour Jeté, Pirouette: Dance Choreographing by Computers….Pages 156-157
Multiobjective Optimization Using Ideas from the Clonal Selection Principle….Pages 158-170
A Hybrid Immune Algorithm with Information Gain for the Graph Coloring Problem….Pages 171-182
MILA — Multilevel Immune Learning Algorithm….Pages 183-194
The Effect of Binary Matching Rules in Negative Selection….Pages 195-206
Immune Inspired Somatic Contiguous Hypermutation for Function Optimisation….Pages 207-218
A Scalable Artificial Immune System Model for Dynamic Unsupervised Learning….Pages 219-230
Developing an Immunity to Spam….Pages 231-242
A Novel Immune Anomaly Detection Technique Based on Negative Selection….Pages 243-245
Visualization of Topic Distribution Based on Immune Network Model….Pages 246-247
Spatial Formal Immune Network….Pages 248-249
Focusing versus Intransitivity Geometrical Aspects of Co-evolution….Pages 250-261
Representation Development from Pareto-Coevolution….Pages 262-273
Learning the Ideal Evaluation Function….Pages 274-285
A Game-Theoretic Memory Mechanism for Coevolution….Pages 286-297
The Paradox of the Plankton: Oscillations and Chaos in Multispecies Evolution….Pages 298-309
Exploring the Explorative Advantage of the Cooperative Coevolutionary (1+1) EA….Pages 310-321
PalmPrints: A Novel Co-evolutionary Algorithm for Clustering Finger Images….Pages 322-331
Coevolution and Linear Genetic Programming for Visual Learning….Pages 332-343
Finite Population Models of Co-evolution and Their Application to Haploidy versus Diploidy….Pages 344-355
Evolving Keepaway Soccer Players through Task Decomposition….Pages 356-368
A New Method of Multilayer Perceptron Encoding….Pages 369-370
An Incremental and Non-generational Coevolutionary Algorithm….Pages 371-372
Coevolutionary Convergence to Global Optima….Pages 373-374
Generalized Extremal Optimization for Solving Complex Optimal Design Problems….Pages 375-376
Coevolving Communication and Cooperation for Lattice Formation Tasks….Pages 377-378
Efficiency and Reliability of DNA-Based Memories….Pages 379-389
Evolving Hogg’s Quantum Algorithm Using Linear-Tree GP….Pages 390-400
Hybrid Networks of Evolutionary Processors….Pages 401-412
DNA-Like Genomes for Evolution in silico ….Pages 413-424
String Binding-Blocking Automata….Pages 425-426
On Setting the Parameters of QEA for Practical Applications: Some Guidelines Based on Empirical Evidence….Pages 427-428
Evolutionary Two-Dimensional DNA Sequence Alignment….Pages 429-430
Active Control of Thermoacoustic Instability in a Model Combustor with Neuromorphic Evolvable Hardware….Pages 431-441
Hardware Evolution of Analog Speed Controllers for a DC Motor….Pages 442-453
An Examination of Hypermutation and Random Immigrant Variants of mrCGA for Dynamic Environments….Pages 454-455
Inherent Fault Tolerance in Evolved Sorting Networks….Pages 456-457
Co-evolving Task-Dependent Visual Morphologies in Predator-Prey Experiments….Pages 458-469
Integration of Genetic Programming and Reinforcement Learning for Real Robots….Pages 470-482
Multi-objectivity as a Tool for Constructing Hierarchical Complexity….Pages 483-494
Learning Biped Locomotion from First Principles on a Simulated Humanoid Robot Using Linear Genetic Programming….Pages 495-506
An Evolutionary Approach to Automatic Construction of the Structure in Hierarchical Reinforcement Learning….Pages 507-509
Fractional Order Dynamical Phenomena in a GA….Pages 510-511
Dimension-Independent Convergence Rate for Non-isotropic (1, λ) — ES ….Pages 512-524
The Steady State Behavior of ( μ/μ I , λ)-ES on Ellipsoidal Fitness Models Disturbed by Noise….Pages 525-536
Theoretical Analysis of Simple Evolution Strategies in Quickly Changing Environments….Pages 537-548
Evolutionary Computing as a Tool for Grammar Development….Pages 549-560
Solving Distributed Asymmetric Constraint Satisfaction Problems Using an Evolutionary Society of Hill-Climbers….Pages 561-572
Use of Multiobjective Optimization Concepts to Handle Constraints in Single-Objective Optimization….Pages 573-584
Evolution Strategies with Exclusion-Based Selection Operators and a Fourier Series Auxiliary Function….Pages 585-597
Ruin and Recreate Principle Based Approach for the Quadratic Assignment Problem….Pages 598-609
Model-Assisted Steady-State Evolution Strategies….Pages 610-621
On the Optimization of Monotone Polynomials by the (1+1) EA and Randomized Local Search….Pages 622-633
A Forest Representation for Evolutionary Algorithms Applied to Network Design….Pages 634-635
Solving Three-Objective Optimization Problems Using Evolutionary Dynamic Weighted Aggregation: Results and Analysis….Pages 636-637
The Principle of Maximum Entropy-Based Two-Phase Optimization of Fuzzy Controller by Evolutionary Programming….Pages 638-639
A Simple Evolution Strategy to Solve Constrained Optimization Problems….Pages 640-641
Effective Search of the Energy Landscape for Protein Folding….Pages 642-643
A Clustering Based Niching Method for Evolutionary Algorithms….Pages 644-645
A Hybrid Genetic Algorithm for the Capacitated Vehicle Routing Problem….Pages 646-656
An Evolutionary Approach to Capacitated Resource Distribution by a Multiple-Agent Team….Pages 657-668
A Hybrid Genetic Algorithm Based on Complete Graph Representation for the Sequential Ordering Problem….Pages 669-680
An Optimization Solution for Packet Scheduling: A Pipeline-Based Genetic Algorithm Accelerator….Pages 681-692
Generation and Optimization of Train Timetables Using Coevolution….Pages 693-694
Chromosome Reuse in Genetic Algorithms….Pages 695-705
Real-Parameter Genetic Algorithms for Finding Multiple Optimal Solutions in Multi-modal Optimization….Pages 706-717
An Adaptive Penalty Scheme for Steady-State Genetic Algorithms….Pages 718-729
Asynchronous Genetic Algorithms for Heterogeneous Networks Using Coarse-Grained Dataflow….Pages 730-741
A Generalized Feedforward Neural Network Architecture and Its Training Using Two Stochastic Search Methods….Pages 742-753
Ant-Based Crossover for Permutation Problems….Pages 754-765
Selection in the Presence of Noise….Pages 766-777
Effective Use of Directional Information in Multi-objective Evolutionary Computation….Pages 778-789
Pruning Neural Networks with Distribution Estimation Algorithms….Pages 790-800
Are Multiple Runs of Genetic Algorithms Better than One?….Pages 801-812
Constrained Multi-objective Optimization Using Steady State Genetic Algorithms….Pages 813-824
An Analysis of a Reordering Operator with Tournament Selection on a GA-Hard Problem….Pages 825-836
Tightness Time for the Linkage Learning Genetic Algorithm….Pages 837-849
A Hybrid Genetic Algorithm for the Hexagonal Tortoise Problem….Pages 850-861
Normalization in Genetic Algorithms….Pages 862-873
Coarse-Graining in Genetic Algorithms: Some Issues and Examples….Pages 874-885
Building a GA from Design Principles for Learning Bayesian Networks….Pages 886-897
A Method for Handling Numerical Attributes in GA-Based Inductive Concept Learners….Pages 898-908
Analysis of the (1+1) EA for a Dynamically Bitwise Changing OneMax ….Pages 909-921
Performance Evaluation and Population Reduction for a Self Adaptive Hybrid Genetic Algorithm (SAHGA)….Pages 922-933
Schema Analysis of Average Fitness in Multiplicative Landscape….Pages 934-947
On the Treewidth of NK Landscapes….Pages 948-954
Selection Intensity in Asynchronous Cellular Evolutionary Algorithms….Pages 955-966
A Case for Codons in Evolutionary Algorithms….Pages 967-978
Natural Coding: A More Efficient Representation for Evolutionary Learning….Pages 979-990
Hybridization of Estimation of Distribution Algorithms with a Repair Method for Solving Constraint Satisfaction Problems….Pages 991-1002
Efficient Linkage Discovery by Limited Probing….Pages 1003-1014
Distributed Probabilistic Model-Building Genetic Algorithm….Pages 1015-1028
HEMO: A Sustainable Multi-objective Evolutionary Optimization Framework….Pages 1029-1040
Using an Immune System Model to Explore Mate Selection in Genetic Algorithms….Pages 1041-1052
Designing a Hybrid Genetic Algorithm for the Linear Ordering Problem….Pages 1053-1064
A Similarity-Based Mating Scheme for Evolutionary Multiobjective Optimization….Pages 1065-1076
Evolutionary Multiobjective Optimization for Generating an Ensemble of Fuzzy Rule-Based Classifiers….Pages 1077-1088
Voronoi Diagrams Based Function Identification….Pages 1089-1100
New Usage of SOM for Genetic Algorithms….Pages 1101-1111
Problem-Independent Schema Synthesis for Genetic Algorithms….Pages 1112-1122
Investigation of the Fitness Landscapes and Multi-parent Crossover for Graph Bipartitioning….Pages 1123-1135
New Usage of Sammon’s Mapping for Genetic Visualization….Pages 1136-1147
Exploring a Two-Population Genetic Algorithm….Pages 1148-1159
Adaptive Elitist-Population Based Genetic Algorithm for Multimodal Function Optimization….Pages 1160-1171
Wise Breeding GA via Machine Learning Techniques for Function Optimization….Pages 1172-1183
Facts and Fallacies in Using Genetic Algorithms for Learning Clauses in First-Order Logic….Pages 1184-1195
Comparing Evolutionary Computation Techniques via Their Representation….Pages 1196-1209
Dispersion-Based Population Initialization….Pages 1210-1221
A Parallel Genetic Algorithm Based on Linkage Identification….Pages 1222-1233
Generalization of Dominance Relation-Based Replacement Rules for Memetic EMO Algorithms….Pages 1234-1245
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