Advances in Machine Learning and Cybernetics

This book constitutes the thoroughly refereed post-proceedings of the 4th International Conference on Machine Learning and Cybernetics, ICMLC 2005, held in Guangzhou, China in August 2005. The 114 revised full papers of this volume are organized in topical sections on agents and distributed artificial intelligence, control, data mining and knowledge discovery, fuzzy information processing, learning and reasoning, machine learning applications, neural networks and statistical learning methods, pattern recognition, vision and image processing.

Inhalt

Agents and Distributed AI.- Backward-Chaining Flexible Planning.- RRF: A Double-Layer Reputation Mechanism with Rating Reputation Considered.- A Vickrey-Type Multi-attribute Auction Model.- Strategy Coordination Approach for Safe Learning About Novel Filtering Strategies in Multi Agent Framework.- Modeling and Design of Agent Grid Based Open Decision Support System.- Negotiating Agent: Concept, Architecture and Communication Model.- Intelligent Control (I).- Particle Filter Method for a Centralized Multisensor System.- Design and Analysis of a Novel Load-Balancing Model Based on Mobile Agent.- Fuzzy Output Tracking Control and Its Application to Guidance Control for Lunar Gravity-Turn.- Motion Planning for Climbing Robot Based on Hybrid Navigation.- Hierarchical Fuzzy Behavior-Based Control Method for Autonomous Mobile Robot Navigation.- Intelligent Control (II).- An LMI Approach to Robust Fault Detection Filter Design for Uncertain State-Delayed Systems.- Input-to-State Stability Analysis of a Class of Interconnected Nonlinear Systems.- Construction and Simulation of the Movable Propeller Turbine Neural Network Model.- Research on the Control and Application of Chaos in an Electrical System.- Data Mining and Knowledge Discovery (I).- Research and Application of Data Mining in Power Plant Process Control and Optimization.- Extended Negative Association Rules and the Corresponding Mining Algorithm.- An Ant Clustering Method for a Dynamic Database.- An Efficient Algorithm for Incremental Mining of Sequential Patterns.- A Clustering Algorithm Based on Density Kernel Extension.- Associative Classification with Prediction Confidence.- Data Mining and Knowledge Discovery (II).- Exploring Query Matrix for Support Pattern Based Classification Learning.- From Clusters to Rules: A Hybrid Framework for Generalized Symbolic Rule Induction.- Trail-and-Error Approach for Determining the Number of Clusters.- Unifying Genetic Algorithm and Clustering Method for Recognizing Activated fMRI Time Series.- Repeating Pattern Discovery from Audio Stream.- A Study on Information Extraction from PDF Files.- Data Mining and Knowledge Discovery (III).- The Study of a Knowledge-Based Constraints Network System (KCNS) for Concurrent Engineering.- Rule Induction for Complete Information Systems in Knowledge Acquisition and Classification.- A Method to Eliminate Incompatible Knowledge and Equivalence Knowledge.- Constructing Ontologies for Sharing Knowledge in Digital Archives.- A Similarity-Aware Multiagent-Based Web Content Management Scheme.- Information Assistant: An Initiative Topic Search Engine.- Improving Retrieval Performance with the Combination of Thesauri and Automatic Relevance Feedback.- Fuzzy Information Processing (I).- Choquet Integrals with Respect to Fuzzy Measure on Fuzzy ?-Algebra.- Robust H??? Control with Pole Placement Constraints for T-S Fuzzy Systems.- A Kind of Fuzzy Genetic Algorithm Based on Rule and Its Performance Research.- The Absolute Additivity and Fuzzy Additivity of Sugeno Integral.- The Axiomatization for 0-Level Universal Logic.- Fuzzy Portfolio Selection Problems Based on Credibility Theory.- Fuzzy Information Processing (II).- Fuzzy Multiple Reference Models Adaptive Control Scheme Study.- Selection of Optimal Technological Innovation Projects Combining Value Engineering with Fuzzy Synthetic Evaluation.- The Hierarchical Fuzzy Evaluation System and Its Application.- A Solution to a System of Linear Equations with Fuzzy Numbers.- Evolutionary Synthesis of Micromachines Using Supervisory Multiobjective Interactive Evolutionary Computation.- Application of Weighted Ideal Point Method to Environmental/Economic Load Dispatch.- Learning and Reasoning (I).- Reasoning the Spatiotemporal Relations Between Time Evolving Indeterminate Regions.- Using Special Structured Fuzzy Measure to Represent Interaction Among IF-THEN Rules.- Novel Nonlinear Signals Separation of Optimized Entropy Based on Adaptive Natural Gradient Learning.- Training Conditional Random Fields with Unlabeled Data and Limited Number of Labeled Examples.- An Effective and Efficient Two Stage Algorithm for Global Optimization.- Learning and Reasoning (II).- Evolutionary Multi-objective Optimization Algorithm with Preference for Mechanical Design.- A New Adaptive Crossover Operator for the Preservation of Useful Schemata.- Refinement of Fuzzy Production Rules by Using a Fuzzy-Neural Approach.- A Particle Swarm Optimization-Based Approach to Tackling Simulation Optimization of Stochastic, Large-Scale and Complex Systems.- Combination of Multiple Nearest Neighbor Classifiers Based on Feature Subset Clustering Method.- Learning and Reasoning (III).- A Statistical Confidence-Based Adaptive Nearest Neighbor Algorithm for Pattern Classification.- Automatic 3D Motion Synthesis with Time-Striding Hidden Markov Model.- Learning from an Incomplete Information System with Continuous-Valued Attributes by a Rough Set Technique.- Reduction of Attributes in Ordinal Decision Systems.- On the Local Reduction of Information System.- Machine Learning Applications (I).- Spectral Analysis of Protein Sequences.- Volatility Patterns of Industrial Stock Price Indices in the Chinese Stock Market.- Data Migration in RAID Based on Stripe Unit Heat.- Distribution Channel Coordination Through Penalty Schemes.- Automatic Keyphrases Extraction from Document Using Neural Network.- A Novel Fuzzy Anomaly Detection Method Based on Clonal Selection Clustering Algorithm.- Machine Learning Applications (II).- An Anti-worm with Balanced Tree Based Spreading Strategy.- EFIS: Evolvable-Neural-Based Fuzzy Inference System and Its Application for Adaptive Network Anomaly Detection.- Fast Detection of Worm Infection for Large-Scale Networks.- Empirical Study on Fusion Methods Using Ensemble of RBFNN for Network Intrusion Detection.- A Covariance Matrix Based Approach to Internet Anomaly Detection.- Use of Linguistic Features in Context-Sensitive Text Classification.- Machine Learning Applications (III).- Using Term Relationships in a Structured Document Retrieval Model Based on Influence Diagrams.- Kernel-Based Metric Adaptation with Pairwise Constraints.- Generating Personalized Answers by Constructing a Question Situation.- A Multi-stage Chinese Collocation Extraction System.- Monitoring Glaucomatous Progression: Classification of Visual Field Measurements Using Stable Reference Data.- Neural Networks and Statistical Learning Methods (I).- A New Intelligent Diagnostic Method for Machine Maintenance.- Prediction of Human Behaviour Using Artificial Neural Networks.- Iterative Learning Controller for Trajectory Tracking Tasks Based on Experience Database.- MGPC Based on Hopfield Network and Its Application in a Thermal Power Unit Load System.- Neural Networks and Statistical Learning Methods (II).- Solving the Minimum Crossing Number Problem Using an Improved Artificial Neural Network.- The Design of a Fuzzy-Neural Network for Ship Collision Avoidance.- A Genetic Algorithm-Based Neural Network Approach for Fault Diagnosis in Hydraulic Servo-Valves.- Sensitivity Analysis of Madalines to Weight Perturbation.- Neural Networks and Statistical Learning Methods (III).- Fault Diagnosis for the Feedwater Heater System of a 300MW Coal-Fired Power Generating Unit Based on RBF Neural Network.- The Application of Modified Hierarchy Genetic Algorithm Based on Adaptive Niches.- C…