Advances in intelligent data analysis : third international symposium, IDA 99, Amsterdam, The Netherlands, Aug | IDA-99 (1999 : Amsterdam, Netherlands), Hand, D. J, Kok, Joost N, Berthold, M. (Michael)

Advances in Intelligent Data Analysis: Third International Symposium, IDA-99 Amsterdam, The Netherlands, August 9–11, 1999 Proceedings
Author: David J. Hand, Joost N. Kok, Michael R. Berthold
Published by Springer Berlin Heidelberg
ISBN: 978-3-540-66332-4
DOI: 10.1007/3-540-48412-4

Table of Contents:

• From Theoretical Learnability to Statistical Measures of the Learnable
• ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis
• A “Top-Down and Prune” Induction Scheme for Constrained Decision Committees
• Mining Clusters with Association Rules
• Evolutionary Computation to Search for Strongly Correlated Variables in High-Dimensional Time-Series
• The Biases of Decision Tree Pruning Strategies
• Feature Selection as Retrospective Pruning in Hierarchical Clustering
• Discriminative Power of Input Features in a Fuzzy Model
• Learning Elements of Representations for Redescribing Robot Experiences
• “Seeing“ Objects in Spatial Datasets
• Intelligent Monitoring Method Using Time Varying Binomial Distribution Models for Pseudo-Periodic Communication Traffic
• Monitoring Human Information Processing via Intelligent Data Analysis of EEG Recordings
• Knowledge-Based Visualization to Support Spatial Data Mining
• Probabilistic Topic Maps: Navigating through Large Text Collections
• 3D Grand Tour for Multidimensional Data and Clusters
• A Decision Tree Algorithm for Ordinal Classification
• Discovering Dynamics Using Bayesian Clustering
• Integrating Declarative Knowledge in Hierarchical Clustering Tasks
• Nonparametric Linear Discriminant Analysis by Recursive Optimization with Random Initialization
• Supervised Classification Problems: How to Be Both Judge and Jury

Includes bibliographical references and index