This book constitutes the refereed proceedings of the Third International Symposium on Intelligent Data Analysis, IDA-99 held in Amsterdam, The Netherlands in August 1999.
The 21 revised full papers and 23 posters presented in the book were carefully reviewed and selected from a total of more than 100 submissions. The papers address all current aspects of intelligent data analysis; they are organized in sections on learning, visualization, classification and clustering, integration, applications and media mining.
Author(s): Marc Sebban, Gilles Richard (auth.), David J. Hand, Joost N. Kok, Michael R. Berthold (eds.)
Series: Lecture Notes in Computer Science 1642
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1999
Language: English
Pages: 544
Tags: Information Storage and Retrieval; Artificial Intelligence (incl. Robotics); Pattern Recognition; Business Information Systems; Statistics, general
From Theoretical Learnability to Statistical Measures of the Learnable....Pages 3-14
ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis....Pages 15-26
A “Top-Down and Prune” Induction Scheme for Constrained Decision Committees....Pages 27-38
Mining Clusters with Association Rules....Pages 39-50
Evolutionary Computation to Search for Strongly Correlated Variables in High-Dimensional Time-Series....Pages 51-62
The Biases of Decision Tree Pruning Strategies....Pages 63-74
Feature Selection as Retrospective Pruning in Hierarchical Clustering....Pages 75-86
Discriminative Power of Input Features in a Fuzzy Model....Pages 87-98
Learning Elements of Representations for Redescribing Robot Experiences....Pages 99-110
“Seeing“ Objects in Spatial Datasets....Pages 111-122
Intelligent Monitoring Method Using Time Varying Binomial Distribution Models for Pseudo-Periodic Communication Traffic....Pages 123-134
Monitoring Human Information Processing via Intelligent Data Analysis of EEG Recordings....Pages 137-148
Knowledge-Based Visualization to Support Spatial Data Mining....Pages 149-160
Probabilistic Topic Maps: Navigating through Large Text Collections....Pages 161-172
3D Grand Tour for Multidimensional Data and Clusters....Pages 173-184
A Decision Tree Algorithm for Ordinal Classification....Pages 187-198
Discovering Dynamics Using Bayesian Clustering....Pages 199-209
Integrating Declarative Knowledge in Hierarchical Clustering Tasks....Pages 211-222
Nonparametric Linear Discriminant Analysis by Recursive Optimization with Random Initialization....Pages 223-234
Supervised Classification Problems: How to Be Both Judge and Jury....Pages 235-244
Temporal Pattern Generation Using Hidden Markov Model Based Unsupervised Classification....Pages 245-256
Exploiting Similarity for Supporting Data Analysis and Problem Solving....Pages 257-268
Multiple Prototype Model for Fuzzy Clustering....Pages 269-279
A Comparison of Genetic Programming Variants for Data Classification....Pages 281-290
Fuzzy Clustering Based on Modified Distance Measures....Pages 291-301
Building Classes in Object-Based Languages by Automatic Clustering....Pages 303-314
Adjusted Estimation for the Combination of Classifiers....Pages 317-330
Data-Driven Theory Refinement Using KBDistAl....Pages 331-342
Reasoning about Input-Output Modeling of Dynamical Systems....Pages 343-355
Undoing Statistical Advice....Pages 357-367
A Method for Temporal Knowledge Conversion....Pages 369-380
Intrusion Detection through Behavioral Data....Pages 383-394
Bayesian Neural Network Learning for Prediction in the Australian Dairy Industry....Pages 395-406
Exploiting Sample-Data Distributions to Reduce the Cost of Nearest-Neighbor Searches with Kd-Trees....Pages 407-414
Pump Failure Detection Using Support Vector Data Descriptions....Pages 415-425
Data Mining for the Detection of Turning Points in Financial Time Series....Pages 427-436
Computer-Assisted Classification of Legal Abstracts....Pages 437-448
Sequential Control Logic Inferring Method from Observed Plant I/O Data....Pages 449-460
Evaluating an Eye Screening Test....Pages 461-471
Application of Rough Sets Algorithms to Prediction of Aircraft Component Failure....Pages 473-484
Exploiting Structural Information for Text Classification on the WWW....Pages 487-497
Multi-agent Web Information Retrieval: Neural Network Based Approach....Pages 499-511
Adaptive Information Filtering Algorithms....Pages 513-524
A Conceptual Graph Approach for Video Data Representation and Retrieval....Pages 525-536
