Intelligent Data Engineering and Automated Learning - IDEAL 2005: 6th International Conference, Brisbane, Australia, July 6-8, 2005. Proceedings

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 -