Advances in Intelligent Data Analysis: 4th International Conference, IDA 2001 Cascais, Portugal, September 13–15, 2001 Proceedings

Feature Characterization in Scientific Datasets....Pages 1-12
Relevance Feedback in the Bayesian Network Retrieval Model: An Approach Based on Term Instantiation....Pages 13-23
Generating Fuzzy Summaries From Fuzzy Multidimensional Databases....Pages 24-33
A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets....Pages 34-43
Predicting Time-Varying Functions with Local Models....Pages 44-52
Building Models of Ecological Dynamics Using HMM Based Temporal Data Clustering — A Preliminary Study....Pages 53-62
Tagging with Small Training Corpora....Pages 63-72
A Search Engine for Morphologically Complex Languages....Pages 73-83
Errors Detection and Correction in Large Scale Data Collecting....Pages 84-94
A New Framework to Assess Association Rules....Pages 95-104
Communities of Interest....Pages 105-114
An Evaluation of Grading Classifiers....Pages 115-124
Finding Informative Rules in Interval Sequences....Pages 125-134
Correlation-Based and Contextual Merit-Based Ensemble Feature Selection....Pages 135-144
Nonmetric Multidimensional Scaling with Neural Networks....Pages 145-155
Functional Trees for Regression....Pages 156-166
Data Mining with Products of Trees....Pages 167-176
 S 3 Bagging: Fast Classifier Induction Method with Subsampling and Bagging....Pages 177-186
RNA-Sequence-Structure Properties and Selenocysteine Insertion....Pages 187-197
An Algorithm for Segmenting Categorical Time Series into Meaningful Episodes....Pages 198-207
An Empirical Comparison of Pruning Methods for Ensemble Classifiers....Pages 208-217
A framework for Modelling Short, High-Dimensional Multivariate Time Series: Preliminary Results in Virus Gene Expression Data Analysis....Pages 218-227
Using Multiattribute Prediction Suffix Graphs for Spanish Part-of-Speech Tagging....Pages 228-237
Self-Supervised Chinese Word Segmentation....Pages 238-247
Analyzing Data Clusters: A Rough Sets Approach to Extract Cluster-Defining Symbolic Rules....Pages 248-257
Finding Polynomials to Fit Multivariate Data Having Numeric and Nominal Variables....Pages 258-267
Fluent Learning: Elucidating the Structure of Episodes....Pages 268-277
An Intelligent Decision Support Model for Aviation Weather Forcasting....Pages 278-288
MAMBO: Discovering Association Rules Based on Conditional Independencies....Pages 289-298
Model Building for Random Fields....Pages 299-308
Active Hidden Markov Models for Information Extraction....Pages 309-318
Adaptive Lightweight Text Filtering....Pages 319-329
General Algorithm for Approximate Inference in Multiply Sectioned Bayesian Networks....Pages 330-339
Investigating Temporal Patterns of Fault Behaviour Within Large Telephony Networks....Pages 340-349
Closed Set Based Discovery of Representative Association Rules....Pages 350-359
Intelligent Sensor Analysis and Actuator Control....Pages 360-369
Sampling of Highly Correlated Data for Polynomial Regression and Model Discovery....Pages 370-377
The IDA’01 Robot Data Challenge....Pages 378-381