This book constitutes the refereed proceedings of the 4th International Conference on Intelligent Data Analysis, IDA 2001, held in Cascais, Portugal, in September 2001.
The 37 revised full papers presented were carefully reviewed and selected from a total of almost 150 submissions. All current aspects of this interdisciplinary field are addressed; the areas covered include statistics, artificial intelligence, neural networks, machine learning, data mining, and interactive dynamic data visualization.
Author(s): Elizabeth Bradley, Nancy Collins, W. Philip Kegelmeyer (auth.), Frank Hoffmann, David J. Hand, Niall Adams, Douglas Fisher, Gabriela Guimaraes (eds.)
Series: Lecture Notes in Computer Science 2189
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2001
Language: English
Pages: 388
Tags: Information Storage and Retrieval; Artificial Intelligence (incl. Robotics); Probability and Statistics in Computer Science; Pattern Recognition; Business Information Systems; Statistics for Engineering, Physics, Computer Science, Chemis
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
