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

This book constitutes the refereed proceedings of the 5th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2004, held in Exeter, UK, in August 2004.

The 124 revised full papers presented were carefully reviewed and selected from 272 submissions. The papers are organized in topical sections on bioinformatics, data mining and knowledge engineering, learning algorithms and systems, financial engineering, and agent technologies.

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This book constitutes the refereed proceedings of the 5th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2004, held in Exeter, UK, in August 2004.

The 124 revised full papers presented were carefully reviewed and selected from 272 submissions. The papers are organized in topical sections on bioinformatics, data mining and knowledge engineering, learning algorithms and systems, financial engineering, and agent technologies.

Content:
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
Two Methods for Automatic 3D Reconstruction from Long Un-calibrated Sequences....Pages 366-376
Wrapper for Ranking Feature Selection....Pages 377-383
Simultaneous Feature Selection and Weighting for Nearest Neighbor Using Tabu Search....Pages 384-389
Fast Filtering of Structural Similarity Search Using Discovery of Topological Patterns....Pages 390-395
Detecting Worm Propagation Using Traffic Concentration Analysis and Inductive Learning....Pages 396-401
Comparing Study for Detecting Microcalcifications in Digital Mammogram Using Wavelets....Pages 402-408
A Hybrid Multi-layered Speaker Independent Arabic Phoneme Identification System....Pages 409-415
Feature Selection for Natural Disaster Texts Classification Using Testors....Pages 416-423
Mining Large Engineering Data Sets on the Grid Using AURA....Pages 424-429
Self-tuning Based Fuzzy PID Controllers: Application to Control of Nonlinear HVAC Systems....Pages 430-436
Ontology-Based Web Navigation Assistant....Pages 437-442
A Hybrid Fuzzy-Neuro Model for Preference-Based Decision Analysis....Pages 443-448
Combining Rules for Text Categorization Using Dempster’s Rule of Combination....Pages 449-456
Genetic Program Based Data Mining for Fuzzy Decision Trees....Pages 457-463
Automating Co-evolutionary Data Mining....Pages 464-470
Topological Tree for Web Organisation, Discovery and Exploration....Pages 471-477
New Medical Diagnostic Method for Oriental Medicine Using BYY Harmony Learning....Pages 478-484
An Intelligent Topic-Specific Crawler Using Degree of Relevance....Pages 485-490
Development of a Global and Integral Model of Business Management Using an Unsupervised Model....Pages 491-498
Spam Mail Detection Using Artificial Neural Network and Bayesian Filter....Pages 499-504
An Integrated Approach to Automatic Indoor Outdoor Scene Classification in Digital Images....Pages 505-510
Using Fuzzy Sets in Contextual Word Similarity....Pages 511-516
Summarizing Time Series: Learning Patterns in ‘Volatile’ Series....Pages 517-522
Cosine Transform Priors for Enhanced Decoding of Compressed Images....Pages 523-532
Partial Discharge Classification Through Wavelet Packets of Their Modulated Ultrasonic Emission....Pages 533-539
A Hybrid Optimization Method of Multi-objective Genetic Algorithm (MOGA) and K-Nearest Neighbor (KNN) Classifier for Hydrological Model Calibration....Pages 540-545
Cluster-Based Visualisation of Marketing Data....Pages 546-551
Dynamic Symbolization of Streaming Time Series....Pages 552-558
A Clustering Model for Mining Evolving Web User Patterns in Data Stream Environment....Pages 559-564
An Improved Constructive Neural Network Ensemble Approach to Medical Diagnoses....Pages 565-571
Spam Classification Using Nearest Neighbour Techniques....Pages 572-577
Kernel Density Construction Using Orthogonal Forward Regression....Pages 578-585
Orthogonal Least Square with Boosting for Regression....Pages 586-592
New Applications for Object Recognition and Affine Motion Estimation by Independent Component Analysis....Pages 593-599
Personalized News Reading via Hybrid Learning....Pages 600-606
Mercer Kernel, Fuzzy C-Means Algorithm, and Prototypes of Clusters....Pages 607-612
DIVACE: Diverse and Accurate Ensemble Learning Algorithm....Pages 613-618
Parallel Processing for Movement Detection in Neural Networks with Nonlinear Functions....Pages 619-625
Combining Multiple k-Nearest Neighbor Classifiers Using Different Distance Functions....Pages 626-633
Finding Minimal Addition Chains Using Ant Colony....Pages 634-641
Combining Local and Global Models to Capture Fast and Slow Dynamics in Time Series Data....Pages 642-647
A Variable Metric Probabilistic k-Nearest-Neighbours Classifier....Pages 648-653
Feature Word Tracking in Time Series Documents....Pages 654-659
Combining Gaussian Mixture Models....Pages 660-665
Global Convergence of Steepest Descent for Quadratic Functions....Pages 666-671
Boosting Orthogonal Least Squares Regression....Pages 672-677
Local Separation Property of the Two-Source ICA Problem with the One-Bit-Matching Condition....Pages 678-683
Two Further Gradient BYY Learning Rules for Gaussian Mixture with Automated Model Selection....Pages 684-689
Improving Support Vector Solutions by Selecting a Sequence of Training Subsets....Pages 690-695
Machine Learning for Matching Astronomy Catalogues....Pages 696-701
Boosting the Tree Augmented Na?ve Bayes Classifier....Pages 702-707
Clustering Model Selection for Reduced Support Vector Machines....Pages 708-713
Generating the Reduced Set by Systematic Sampling....Pages 714-719
Experimental Comparison of Classification Uncertainty for Randomised and Bayesian Decision Tree Ensembles....Pages 720-725
Policy Gradient Method for Team Markov Games....Pages 726-732
An Information Theoretic Optimal Classifier for Semi-supervised Learning....Pages 733-739
Improving Evolutionary Algorithms by a New Smoothing Technique....Pages 740-745
In-Situ Learning in Multi-net Systems....Pages 746-751
Multi-objective Genetic Algorithm Based Method for Mining Optimized Fuzzy Association Rules....Pages 752-757
Co-training from an Incremental EM Perspective....Pages 758-764
Locally Tuned General Regression for Learning Mixture Models Using Small Incomplete Data Sets with Outliers and Overlapping Classes....Pages 765-773
Credit Risks of Interest Rate Swaps: A Comparative Study of CIR and Monte Carlo Simulation Approach....Pages 774-779
Cardinality Constrained Portfolio Optimisation....Pages 780-787
Stock Trading by Modelling Price Trend with Dynamic Bayesian Networks....Pages 788-793
Detecting Credit Card Fraud by Using Questionnaire-Responded Transaction Model Based on Support Vector Machines....Pages 794-799
Volatility Forecasts in Financial Time Series with HMM-GARCH Models....Pages 800-806
User Adaptive Answers Generation for Conversational Agent Using Genetic Programming....Pages 807-812
Comparing Measures of Agreement for Agent Attitudes....Pages 813-819
Hierarchical Agglomerative Clustering for Agent-Based Dynamic Collaborative Filtering....Pages 820-826
Learning Users’ Interests in a Market-Based Recommender System....Pages 827-832
Visualisation of Multi-agent System Organisations Using a Self-organising Map of Pareto Solutions....Pages 833-840
Back Matter....Pages 841-847
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