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This book constitutes the refereed proceedings of the 6th International Conference on Simulated Evolution and Learning, SEAL 2006, held in Hefei, China in October 2006.
The 117 revised full papers presented were carefully reviewed and selected from 420 submissions. The papers are organized in topical sections on evolutionary learning, evolutionary optimization, hybrid learning, adaptive systems, theoretical issues in evolutionary computation, and real-world applications of evolutionary computation techniques.
Evolutionary Learning.- Evolutionary Dynamics on Graphs: The Moran Process.- Generalized Embedded Landscape and Its Decomposed Representation.- Representative Selection for Cooperative Co-evolutionary Genetic Algorithms.- Kernel Matching Pursuit Based on Immune Clonal Algorithm for Image Recognition.- Power Quality Disturbance Detection and Classification Using Chirplet Transforms.- Ensemble Learning Classifier System and Compact Ruleset.- The Role of Early Stopping and Population Size in XCS for Intrusion Detection.- Improving Radial Basis Function Networks for Human Face Recognition Using a Soft Computing Approach.- Solving Traveling Salesman Problems by Artificial Immune Response.- A Strategy of Mutation History Learning in Immune Clonal Selection Algorithm.- Quantum-Inspired Immune Clonal Algorithm for Multiuser Detection in DS-CDMA Systems.- Innate and Adaptive Principles for an Artificial Immune System.- Immune-Based Dynamic Intrusion Response Model.- Immune Multi-agent Active Defense Model for Network Intrusion.- An Immune Mobile Agent Based Grid Intrusion Detection Model.- Solving Optimization Problem Using Multi-agent Model Based on Belief Interaction.- Continuous Function Optimization Using Hybrid Ant Colony Approach with Orthogonal Design Scheme.- Niching for Dynamic Environments Using Particle Swarm Optimization.- A New Ant Colony Optimization Applied for the Multidimensional Knapsack Problem.- Numerical Optimization Using Organizational Particle Swarm Algorithm.- A Hybrid Discrete Particle Swarm Algorithm for Open-Shop Problems.- Particle Swarms Cooperative Optimization for Coalition Generation Problem.- A Novel Multi-objective PSO Algorithm for Constrained Optimization Problems.- A Hybrid Discrete Particle Swarm Optimization for the Traveling Salesman Problem.- Incremental Clustering Based on Swarm Intelligence.- Variable Neighborhood Particle Swarm Optimization for Multi-objective Flexible Job-Shop Scheduling Problems.- Optimal Designing of Multi-channel WDM Filter Using Intelligent Particle Swarm Optimization Algorithm.- Adaptive Comprehensive Learning Particle Swarm Optimizer with History Learning.- Optimal Designing of EDFA Gain Flattening Long Period Fiber Grating by Intelligent Particle Swarm Optimization Algorithm.- Evolutionary Optimisation.- Research of Undirected Network Capacity Expansion Based on the Spanning-Tree.- A New Approach to Solving Dynamic Traveling Salesman Problems.- Shannon Wavelet Chaotic Neural Networks.- Deterministic Divide-and-Conquer Algorithm for Decomposable Black-Box Optimization Problems with Bounded Difficulty.- QPSO-Based QoS Multicast Routing Algorithm.- ANDYMARK: An Analytical Method to Establish Dynamically the Length of the Markov Chain in Simulated Annealing for the Satisfiability Problem.- An Accelerated Micro Genetic Algorithm for Numerical Optimization.- Optimal Ordering and Recovery Policy for Reusable Items with Shortages.- A New Algorithm of Automatic Programming: GEGEP.- Constrained Optimization Using Organizational Evolutionary Algorithm.- Rotationally Invariant Crossover Operators in Evolutionary Multi-objective Optimization.- A Hybrid of Differential Evolution and Genetic Algorithm for Constrained Multiobjective Optimization Problems.- The Research on Repurchase Announcements of Open-Market Stock.- Infeasible Elitists and Stochastic Ranking Selection in Constrained Evolutionary Multi-objective Optimization.- A New Strategy for Parameter Estimation of Dynamic Differential Equations Based on NSGA II.- Vector Prediction Approach to Handle Dynamical Optimization Problems.- Benchmarking Evolutionary and Hybrid Algorithms Using Randomized Self-similar Landscapes.- Interactive Genetic Algorithms Based on Implicit Knowledge Model.- An Evolutionary Fuzzy Multi-objective Approach to Cell Formation.- Dual Guidance in Evolutionary Multi-objective Optimization by Localization.- Hybridisation of Particle Swarm Optimization and Fast Evolutionary Programming.- An Improved Particle Swarm Pareto Optimizer with Local Search and Clustering.- A Hybrid Genetic Algorithm for Solving a Class of Nonlinear Bilevel Programming Problems.- A Synergistic Selection Strategy in the Genetic Algorithms.- Priority-Based Genetic Local Search and Its Application to the Traveling Salesman Problem.- Integrated the Simplified Interpolation and Clonal Selection into the Particle Swarm Optimization for Optimization Problems.- Hybrid Model of Genetic Algorithm and Cultural Algorithms for Optimization Problem.- Selection Enthusiasm.- Spatially-Structured Evolutionary Algorithms and Sharing: Do They Mix?.- Suggested Algorithms for Blood Cell Images.- An Adaptive Multi-objective Particle Swarm Optimization for Color Image Fusion.- A New Dynamic Particle Swarm Optimizer.- Mean-Contribution Ant System: An Improved Version of Ant Colony Optimization for Traveling Salesman Problem.- A Diversity-Guided Quantum-Behaved Particle Swarm Optimization Algorithm.- Multimodal Optimisation with Structured Populations and Local Environments.- A Time Complexity Analysis of ACO for Linear Functions.- Particle Swarm Optimization Based on Information Diffusion and Clonal Selection.- Evolutionary Bayesian Classifier-Based Optimization in Continuous Domains.- A Simple Ranking and Selection for Constrained Evolutionary Optimization.- Optimizing Continuous Problems Using Estimation of Distribution Algorithm Based on Histogram Model.- Population Climbing Evolutionary Algorithm for Multimodal Function Global Optimization.- Hybrid Learning.- Nucleus Classification and Recognition of Uterine Cervical Pap-Smears Using Fuzzy ART Algorithm.- Learning Bayesian Networks Structures Based on Memory Binary Particle Swarm Optimization.- Automated Feature Selection Based on an Adaptive Genetic Algorithm for Brain-Computer Interfaces.- Pricing Strategy in an Arborescent Supply Chain System.- Online Program Simplification in Genetic Programming.- Refining Fitness Functions and Optimising Training Data in GP for Object Detection.- A Novel Hybrid System for Dynamic Control.- SVM Based Speaker Selection Using GMM Supervector for Rapid Speaker Adaptation.- Using Simulation to Improve the Flexibility of Adaptive Workflow Models Based on Temporal Logic.- Adaptive Systems.- Towards Intrinsic Evolvable Hardware for Predictive Lossless Image Compression.- Using Qualitative Description for the Dynamic Analysis of Virus Inflection.- Emotion Interaction of Virtual Character in 3D Artificial Society.- Genetic Evolution of the Ant Species in Function Representation Framework.- The Dynamics of Network Minority Game.- A Parallel Solution to the HIP Game Based on Genetic Algorithms.- Evolution of Cooperation Using Random Pairing on Social Networks.- Selecting Valuable Stock Using Genetic Algorithm.- Adaptive Learning in Complex Trade Networks.- Genetically Optimized Artificial Neural Network for Financial Time Series Data Mining.- Simulation of Cooperation for Price Competition in Oligopolies.- Theoretical Issue in Evolutionary Computation.- Exploiting Quotients of Markov Chains to Derive Properties of the Stationary Distribution of the Markov Chain Associated to an Evolutionary Algorithm.- Accessibility and Runtime Between Convex Neutral Networks.- The Emergence of Cooperation in Asynchronous Iterated Prisoner’s Dilemma.- Real-World Applications of Evolutionary Computation Techniques.- Comparison of Two ICA Algorithms in BSS Applied to Non-destructive Vibratory Tests.- An Application of Intelligent PSO Algorithm to Adaptive Compensation for Polarization Mode Dispersion in Optical Fiber Communication Systems.- Coordinated Resource Allocation by Mutual Outsourcing in Decentralized Supply Chain.- Modeling and Optimization of the Specificity in Cell Signaling Pathways Based on a High Performance Multi-objective Evolutionary Algorithm.- Elastic Image Registration Using Attractive and Repulsive Particle Swarm Optimization.- An Immune Clonal Selection Scheduling Algorithm for Input-Queued Switches.- Prototyping Direction Optimization of Points Data Oriented Rapid Prototyping Based on Genetic Algorithm.- Generation of a Large Variety of 3-Dimensional Maze Problems with a Genetic Algorithm.- MPC-Based Control Methodology in Networked Control Systems.- A Dynamic Clonal Selection Algorithm for Project Optimization Scheduling.- Pareto Meta-heuristics for Generating Safe Flight Trajectories Under Weather Hazards.- Land Combat Scenario Planning: A Multiobjective Approach.- Automatic Seizure Detection Based on Support Vector Machines with Genetic Algorithms.- Articulated Body Tracking by Immune Particle Filter.- Clustering Protein Interaction Data Through Chaotic Genetic Algorithm.- Multi-objective Q-bit Coding Genetic Algorithm for Hardware-Software Co-synthesis of Embedded Systems.- Particle Swarm Optimization for Simultaneous Optimization of Design and Machining Tolerances.- A Method to Plan Group Tours with Joining and Forking.- A Modified Discrete Binary Ant Colony Optimization and Its Application in Chemical Process Fault Diagnosis.- An Intelligent System for Container Image Recognition Using ART2-Based Self-organizing Supervised Learning Algorithm.- A Hybrid Estimation of Distribution Algorithm for CDMA Cellular System Design.- Optimal Motion Generation of Flexible Macro-micro Manipulator Systems Using Estimation of Distribution Algorithm.- Fuzzy Scenarios Clustering-Based Approach with MV Model in Optimizing Tactical Allocation.- Joint Source-Channel Coding Based on Adaptive Wavelet Pretreatment for Image Transmission over Frequency Selective Fading Channel.