Advances in Intelligent Data Analysis: 4th International Conference, IDA 2001 Cascais, Portugal, September 13–15, 2001 ProceedingsAuthor: Frank Hoffmann, David J. Hand, Niall Adams, Douglas Fisher, Gabriela Guimaraes Published by Springer Berlin Heidelberg ISBN: 978-3-540-42581-6 DOI: 10.1007/3-540-44816-0Table of Contents:Feature Characterization in Scientific Datasets Relevance Feedback in the Bayesian Network Retrieval Model: An Approach Based on Term Instantiation Generating Fuzzy Summaries From Fuzzy Multidimensional Databases A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets Predicting Time-Varying Functions with Local Models Building Models of Ecological Dynamics Using HMM Based Temporal Data Clustering — A Preliminary Study Tagging with Small Training Corpora A Search Engine for Morphologically Complex Languages Errors Detection and Correction in Large Scale Data Collecting A New Framework to Assess Association Rules Communities of Interest An Evaluation of Grading Classifiers Finding Informative Rules in Interval Sequences Correlation-Based and Contextual Merit-Based Ensemble Feature Selection Nonmetric Multidimensional Scaling with Neural Networks Functional Trees for Regression Data Mining with Products of Trees S3Bagging: Fast Classifier Induction Method with Subsampling and Bagging RNA-Sequence-Structure Properties and Selenocysteine Insertion An Algorithm for Segmenting Categorical Time Series into Meaningful Episodes, Includes bibliographical references and index