Intelligent Data Engineering and Automated Learning – IDEAL 2004: 5th International Conference, Exeter, UK. August 25-27, 2004. Proceedings

Front Matter....Pages -
Modelling and Clustering of Gene Expressions Using RBFs and a Shape Similarity Metric....Pages 1-10
A Novel Hybrid GA/SVM System for Protein Sequences Classification....Pages 11-16
Building Genetic Networks for Gene Expression Patterns....Pages 17-24
SVM-Based Classification of Distant Proteins Using Hierarchical Motifs....Pages 25-30
Knowledge Discovery in Lymphoma Cancer from Gene–Expression....Pages 31-38
A Method of Filtering Protein Surface Motifs Based on Similarity Among Local Surfaces....Pages 39-45
Qualified Predictions for Proteomics Pattern Diagnostics with Confidence Machines....Pages 46-51
An Assessment of Feature Relevance in Predicting Protein Function from Sequence....Pages 52-57
A New Artificial Immune System Algorithm for Clustering....Pages 58-64
The Categorisation of Similar Non-rigid Biological Objects by Clustering Local Appearance Patches....Pages 65-70
Unsupervised Dense Regions Discovery in DNA Microarray Data....Pages 71-77
Visualisation of Distributions and Clusters Using ViSOMs on Gene Expression Data....Pages 78-84
Prediction of Implicit Protein-Protein Interaction by Optimal Associative Feature Mining....Pages 85-91
Exploring Dependencies Between Yeast Stress Genes and Their Regulators....Pages 92-98
Poly-transformation....Pages 99-107
Prediction of Natively Disordered Regions in Proteins Using a Bio-basis Function Neural Network....Pages 108-116
The Effect of Image Compression on Classification and Storage Requirements in a High-Throughput Crystallization System....Pages 117-124
PromSearch: A Hybrid Approach to Human Core-Promoter Prediction....Pages 125-131
Synergy of Logistic Regression and Support Vector Machine in Multiple-Class Classification....Pages 132-141
Deterministic Propagation of Blood Pressure Waveform from Human Wrists to Fingertips....Pages 142-147
Pre-pruning Decision Trees by Local Association Rules....Pages 148-151
A New Approach for Selecting Attributes Based on Rough Set Theory....Pages 152-158
A Framework for Mining Association Rules in Data Warehouses....Pages 159-165
Intelligent Web Service Discovery in Large Distributed System....Pages 166-172
The Application of K-Medoids and PAM to the Clustering of Rules....Pages 173-178
A Comparison of Texture Teatures for the Classification of Rock Images....Pages 179-184
A Mixture of Experts Image Enhancement Scheme for CCTV Images....Pages 185-190
Integration of Projected Clusters and Principal Axis Trees for High-Dimensional Data Indexing and Query....Pages 191-196
Unsupervised Segmentation on Image with JSEG Using Soft Class Map....Pages 197-202
DESCRY: A Density Based Clustering Algorithm for Very Large Data Sets....Pages 203-210
A Fuzzy Set Based Trust and Reputation Model in P2P Networks....Pages 211-217
Video Based Human Behavior Identification Using Frequency Domain Analysis....Pages 218-224
Mobile Data Mining by Location Dependencies....Pages 225-231
An Algorithm for Artificial Intelligence-Based Model Adaptation to Dynamic Data Distribution....Pages 232-240
On a Detection of Korean Prosody Phrases Boundaries....Pages 241-246
A Collision Avoidance System for Autonomous Ship Using Fuzzy Relational Products and COLREGs....Pages 247-252
Engineering Knowledge Discovery in Network Intrusion Detection....Pages 253-258
False Alarm Classification Model for Network-Based Intrusion Detection System....Pages 259-265
Exploiting Safety Constraints in Fuzzy Self-organising Maps for Safety Critical Applications....Pages 266-271
Surface Spatial Index Structure of High-Dimensional Space....Pages 272-278
Generating and Applying Rules for Interval Valued Fuzzy Observations....Pages 279-284
Automatic Video Shot Boundary Detection Using Machine Learning....Pages 285-292
On Building XML Data Warehouses....Pages 293-299
A Novel Method for Mining Frequent Subtrees from XML Data....Pages 300-305
Mining Association Rules Using Relative Confidence....Pages 306-313
Multiple Classifiers Fusion System Based on the Radial Basis Probabilistic Neural Networks....Pages 314-319
An Effective Distributed Privacy-Preserving Data Mining Algorithm....Pages 320-325
Dimensionality Reduction with Image Data....Pages 326-332
Implicit Fitness Sharing Speciation and Emergent Diversity in Tree Classifier Ensembles....Pages 333-338
Improving Decision Tree Performance Through Induction- and Cluster-Based Stratified Sampling....Pages 339-344
Learning to Classify Biomedical Terms Through Literature Mining and Genetic Algorithms....Pages 345-351
PRICES: An Efficient Algorithm for Mining Association Rules....Pages 352-358
Combination of SVM Knowledge for Microcalcification Detection in Digital Mammograms....Pages 359-365
 Char : An Automatic Way to Describe Characteristics of Data....Pages 366-376
Two Methods for Automatic 3D Reconstruction from Long Un-calibrated Sequences....Pages 377-383
Wrapper for Ranking Feature Selection....Pages 384-389
Simultaneous Feature Selection and Weighting for Nearest Neighbor Using Tabu Search....Pages 390-395
Fast Filtering of Structural Similarity Search Using Discovery of Topological Patterns....Pages 396-401
Detecting Worm Propagation Using Traffic Concentration Analysis and Inductive Learning....Pages 402-408
Comparing Study for Detecting Microcalcifications in Digital Mammogram Using Wavelets....Pages 409-415
A Hybrid Multi-layered Speaker Independent Arabic Phoneme Identification System....Pages 416-423
Feature Selection for Natural Disaster Texts Classification Using Testors....Pages 424-429
Mining Large Engineering Data Sets on the Grid Using AURA....Pages 430-436
Self-tuning Based Fuzzy PID Controllers: Application to Control of Nonlinear HVAC Systems....Pages 437-442
Ontology-Based Web Navigation Assistant....Pages 443-448
A Hybrid Fuzzy-Neuro Model for Preference-Based Decision Analysis....Pages 449-456
Combining Rules for Text Categorization Using Dempster’s Rule of Combination....Pages 457-463
Genetic Program Based Data Mining for Fuzzy Decision Trees....Pages 464-470
Automating Co-evolutionary Data Mining....Pages 471-477
Topological Tree for Web Organisation, Discovery and Exploration....Pages 478-484
New Medical Diagnostic Method for Oriental Medicine Using BYY Harmony Learning....Pages 485-490
An Intelligent Topic-Specific Crawler Using Degree of Relevance....Pages 491-498
Development of a Global and Integral Model of Business Management Using an Unsupervised Model....Pages 499-504
Spam Mail Detection Using Artificial Neural Network and Bayesian Filter....Pages 505-510
An Integrated Approach to Automatic Indoor Outdoor Scene Classification in Digital Images....Pages 511-516
Using Fuzzy Sets in Contextual Word Similarity....Pages 517-522
Summarizing Time Series: Learning Patterns in ‘Volatile’ Series....Pages 523-532
Cosine Transform Priors for Enhanced Decoding of Compressed Images....Pages 533-539
Partial Discharge Classification Through Wavelet Packets of Their Modulated Ultrasonic Emission....Pages 540-545
A Hybrid Optimization Method of Multi-objective Genetic Algorithm (MOGA) and K-Nearest Neighbor (KNN) Classifier for Hydrological Model Calibration....Pages 546-551
Cluster-Based Visualisation of Marketing Data....Pages 552-558
Dynamic Symbolization of Streaming Time Series....Pages 559-564
A Clustering Model for Mining Evolving Web User Patterns in Data Stream Environment....Pages 565-571
An Improved Constructive Neural Network Ensemble Approach to Medical Diagnoses....Pages 572-577
Spam Classification Using Nearest Neighbour Techniques....Pages 578-585
Kernel Density Construction Using Orthogonal Forward Regression....Pages 586-592
Orthogonal Least Square with Boosting for Regression....Pages 593-599
New Applications for Object Recognition and Affine Motion Estimation by Independent Component Analysis....Pages 600-606
Personalized News Reading via Hybrid Learning....Pages 607-612
Mercer Kernel, Fuzzy C-Means Algorithm, and Prototypes of Clusters....Pages 613-618
DIVACE: Diverse and Accurate Ensemble Learning Algorithm....Pages 619-625
Parallel Processing for Movement Detection in Neural Networks with Nonlinear Functions....Pages 626-633
Combining Multiple k-Nearest Neighbor Classifiers Using Different Distance Functions....Pages 634-641
Finding Minimal Addition Chains Using Ant Colony....Pages 642-647
Combining Local and Global Models to Capture Fast and Slow Dynamics in Time Series Data....Pages 648-653
A Variable Metric Probabilistic k -Nearest-Neighbours Classifier....Pages 654-659
Feature Word Tracking in Time Series Documents....Pages 660-665
Combining Gaussian Mixture Models....Pages 666-671
Global Convergence of Steepest Descent for Quadratic Functions....Pages 672-677
Boosting Orthogonal Least Squares Regression....Pages 678-683
Local Separation Property of the Two-Source ICA Problem with the One-Bit-Matching Condition....Pages 684-689
Two Further Gradient BYY Learning Rules for Gaussian Mixture with Automated Model Selection....Pages 690-695
Improving Support Vector Solutions by Selecting a Sequence of Training Subsets....Pages 696-701
Machine Learning for Matching Astronomy Catalogues....Pages 702-707
Boosting the Tree Augmented Naïve Bayes Classifier....Pages 708-713
Clustering Model Selection for Reduced Support Vector Machines....Pages 714-719
Generating the Reduced Set by Systematic Sampling....Pages 720-725
Experimental Comparison of Classification Uncertainty for Randomised and Bayesian Decision Tree Ensembles....Pages 726-732
Policy Gradient Method for Team Markov Games....Pages 733-739
An Information Theoretic Optimal Classifier for Semi-supervised Learning....Pages 740-745
Improving Evolutionary Algorithms by a New Smoothing Technique....Pages 746-751
In-Situ Learning in Multi-net Systems....Pages 752-757
Multi-objective Genetic Algorithm Based Method for Mining Optimized Fuzzy Association Rules....Pages 758-764
Co-training from an Incremental EM Perspective....Pages 765-773
Locally Tuned General Regression for Learning Mixture Models Using Small Incomplete Data Sets with Outliers and Overlapping Classes....Pages 774-779
Credit Risks of Interest Rate Swaps: A Comparative Study of CIR and Monte Carlo Simulation Approach....Pages 780-787
Cardinality Constrained Portfolio Optimisation....Pages 788-793
Stock Trading by Modelling Price Trend with Dynamic Bayesian Networks....Pages 794-799
Detecting Credit Card Fraud by Using Questionnaire-Responded Transaction Model Based on Support Vector Machines....Pages 800-806
Volatility Forecasts in Financial Time Series with HMM-GARCH Models....Pages 807-812
User Adaptive Answers Generation for Conversational Agent Using Genetic Programming....Pages 813-819
Comparing Measures of Agreement for Agent Attitudes....Pages 820-826
Hierarchical Agglomerative Clustering for Agent-Based Dynamic Collaborative Filtering....Pages 827-832
Learning Users’ Interests in a Market-Based Recommender System....Pages 833-840
Visualisation of Multi-agent System Organisations Using a Self-organising Map of Pareto Solutions....Pages 841-847
Back Matter....Pages -