Intelligent Data Engineering and Automated Learning - IDEAL 2005: 6th International Conference, Brisbane, Australia, July 6-8, 2005, Proceedings (Lecture Notes in Computer Science, 3578)

This book constitutes the refereed proceedings of the 6th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2005, held in Brisbane, Australia, in July 2005. The 76 revised full papers presented were carefully reviewed and selected from 167 submissions. The papers are organized in topical sections on data mining and knowledge engineering, learning algorithms and systems, bioinformatics, agent technologies, and financial engineering. Front Matter....Pages - EXiT-B: A New Approach for Extracting Maximal Frequent Subtrees from XML Data....Pages 1-8 Synthetic Environment Representational Semantics Using the Web Ontology Language....Pages 9-16 New Rules for Hybrid Spatial Reasoning....Pages 17-24 Using Pre-aggregation for Efficient Spatial Query Processing in Sensor Environments....Pages 25-31 Model Trees for Classification of Hybrid Data Types....Pages 32-39 Finding Uninformative Features in Binary Data....Pages 40-47 Knowledge Reduction of Rough Set Based on Partition....Pages 48-55 Multiresolution Analysis of Connectivity....Pages 56-62 Kernel Biased Discriminant Analysis Using Histogram Intersection Kernel for Content-Based Image Retrieval....Pages 63-70 Unsupervised Image Segmentation Using Penalized Fuzzy Clustering Algorithm....Pages 71-77 Multi-attributes Image Analysis for the Classification of Web Documents Using Unsupervised Technique....Pages 78-85 Automatic Image Annotation Based on Topic-Based Smoothing....Pages 86-93 A Focused Crawler with Document Segmentation....Pages 94-101 An Intelligent Grading System Using Heterogeneous Linguistic Resources....Pages 102-108 Probabilistic Data Generation for Deduplication and Data Linkage....Pages 109-116 Mining Job Logs Using Incremental Attribute-Oriented Approach....Pages 117-124 Dimensional Reduction of Large Image Datasets Using Non-linear Principal Components....Pages 125-132 Classification by Instance-Based Learning Algorithm....Pages 133-140 Analysis/Synthesis of Speech Signals Based on AbS/OLA Sinusoidal Modeling Using Elliptic Filter....Pages 141-148 Robust Model Adaptation Using Mean and Variance Transformations in Linear Spectral Domain....Pages 149-154 Using Support Vector Machine for Modeling of Pulsed GTAW Process....Pages 155-163 Design of Simple Structure Neural Voltage Regulator for Power Systems....Pages 164-170 EEG Source Localization for Two Dipoles in the Brain Using a Combined Method....Pages 171-178 Intelligent Control of Micro Heat Exchanger with Locally Linear Identifier and Emotional Based Controller....Pages 179-186 Identification of Anomalous SNMP Situations Using a Cooperative Connectionist Exploratory Projection Pursuit Model....Pages 187-194 Neural Networks: A Replacement for Gaussian Processes?....Pages 195-202 A Dynamic Merge-or-Split Learning Algorithm on Gaussian Mixture for Automated Model Selection....Pages 203-210 Bayesian Radial Basis Function Neural Network....Pages 211-219 An Empirical Study of Hoeffding Racing for Model Selection in k -Nearest Neighbor Classification....Pages 220-227 Designing an Optimal Network Using the Cross-Entropy Method....Pages 228-233 Generating Predicate Rules from Neural Networks....Pages 234-241 Improving Ensembles with Classificational Cellular Automata....Pages 242-249 A Gradient BYY Harmony Learning Algorithm on Mixture of Experts for Curve Detection....Pages 250-257 A Novel Anomaly Detection Using Small Training Sets....Pages 258-263 Induction of Linear Decision Trees with Real-Coded Genetic Algorithms and k-D Trees....Pages 264-271 Intelligent Predictive Control of a 6-Dof Robotic Manipulator with Reliability Based Performance Improvement....Pages 272-279 Sequential Search for Decremental Edition....Pages 280-285 Bearing Similarity Measures for Self-organizing Feature Maps....Pages 286-293 Efficient Spatial Clustering Algorithm Using Binary Tree....Pages 294-301 Cluster Analysis of High-Dimensional Data: A Case Study....Pages 302-310 Universal Clustering with Family of Power Loss Functions in Probabilistic Space....Pages 311-318 Circular SOM for Temporal Characterisation of Modelled Gene Expressions....Pages 319-326 Recursive Self-organizing Map as a Contractive Iterative Function System....Pages 327-334 Differential Priors for Elastic Nets....Pages 335-342 Graphics Hardware Implementation of the Parameter-Less Self-organising Map....Pages 343-350 Weighted SOM-Face: Selecting Local Features for Recognition from Individual Face Image....Pages 351-358 SOM-Based Novelty Detection Using Novel Data....Pages 359-366 Multi-level Document Classifications with Self-organising Maps....Pages 367-374 Predictive Vaccinology: Optimisation of Predictions Using Support Vector Machine Classifiers....Pages 375-381 Evolving Neural Networks for the Classification of Malignancy Associated Changes....Pages 382-389 Matching Peptide Sequences with Mass Spectra....Pages 390-397 Extraction by Example: Induction of Structural Rules for the Analysis of Molecular Sequence Data from Heterogeneous Sources....Pages 398-405 A Multi-population χ 2 Test Approach to Informative Gene Selection....Pages 406-413 Gene Selection of DNA Microarray Data Based on Regularization Networks....Pages 414-421 Application of Mixture Models to Detect Differentially Expressed Genes....Pages 422-431 A Comparative Study of Two Novel Predictor Set Scoring Methods....Pages 432-439 Deriving Matrix of Peptide-MHC Interactions in Diabetic Mouse by Genetic Algorithm....Pages 440-447 SVM Based Prediction of Bacterial Transcription Start Sites....Pages 448-453 Exploiting Sequence Dependencies in the Prediction of Peroxisomal Proteins....Pages 454-461 Protein Fold Recognition Using Neural Networks and Support Vector Machines....Pages 462-469 Support Tool for Multi-agent Development....Pages 470-477 A Hybrid Agent Architecture for Modeling Autonomous Agents in SAGE....Pages 478-485 Toward Transitive Dependence in MAS....Pages 486-493 An Architecture for Multi-agent Based Self-adaptive System in Mobile Environment....Pages 494-500 Autonomous and Dependable Recovery Scheme in UPnP Network Settings....Pages 501-506 A Transitive Dependence Based Social Reasoning Mechanism for Coalition Formation....Pages 507-514 A Multi-agent Based Context Aware Self-healing System....Pages 515-523 Combining Influence Maps and Cellular Automata for Reactive Game Agents....Pages 524-531 Patterns in Complex Systems Modeling....Pages 532-539 Global Optimization Using Evolutionary Algorithm Based on Level Set Evolution and Latin Square....Pages 540-545 Co-evolutionary Rule-Chaining Genetic Programming....Pages 546-554 A Dynamic Migration Model for Self-adaptive Genetic Algorithms....Pages 555-562 A Multicriteria Sorting Procedure for Financial Classification Problems: The Case of Business Failure Risk Assessment....Pages 563-570 Volatility Modelling of Multivariate Financial Time Series by Using ICA-GARCH Models....Pages 571-579 Volatility Transmission Between Stock and Bond Markets: Evidence from US and Australia....Pages 580-587 A Machine Learning Approach to Intraday Trading on Foreign Exchange Markets....Pages 588-595 Back Matter....Pages - "This volume in the Lecture Notes in Computer Science series contains accepted papers presented at IDEAL 2005, held in Brisbane, Australia, during July 6-8, 2005."