Advances in Data Analysis V

by Pfenning, Frank; Berthold, Michael R.; International Conference on Intelligent Data Analysis 2003 Berlin, ge; Kruse, Rudolf

• ISBN13: 9783540408130
• ISBN10: 3540408134
• Format: Paperback
• Copyright: 2003-09-01
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 5th International Conference on Intelligent Data Analysis, IDA 2003, held in Berlin, Germany in August 2003. The 56 revised papers presented were carefully reviewed and selected from 180 submissions. The papers are organized in topical sections on machine learning, probability and topology, classification and pattern recognition, clustering, applications, modeling, and data processing.

Table of Contents

Machine Learning
Pruning for Monotone Classification Trees	p. 1
Regularized Learning with Flexible Constraints	p. 13
Learning to Answer Emails	p. 25
A Semi-supervised Method for Learning the Structure of Robot Environment Interactions	p. 36
Using Domain Specific Knowledge for Automated Modeling	p. 48
Resolving Rule Conflicts with Double Induction	p. 60
A Novel Partial-Memory Learning Algorithm Based on Grey Relational Structure	p. 68
Constructing Hierarchical Rule Systems	p. 76
Text Categorization Using Hybrid Multiple Model Schemes	p. 88
Probability and Topology
Learning Dynamic Bayesian Networks from Multivariate Time Series with Changing Dependencies	p. 100
Topology and Intelligent Data Analysis	p. 111
Coherent Conditional Probability as a Measure of Information of the Relevant Conditioning Events	p. 123
Very Predictive Ngrams for Space-Limited Probabilistic Models	p. 134
Interval Estimation Naïve Bayes	p. 143
Mining Networks and Central Entities in Digital Libraries. A Graph Theoretic Approach Applied to Co-author Networks	p. 155
Classification and Pattern Recognition
Learning Linear Classifiers Sensitive to Example Dependent and Noisy Costs	p. 167
An Effective Associative Memory for Pattern Recognition	p. 179
Similarity Based Classification	p. 187
Numerical Attributes in Decision Trees: A Hierarchical Approach	p. 198
Similarity-Based Neural Networks for Applications in Computational Molecular Biology	p. 208
Combining Pairwise Classifiers with Stacking	p. 219
APRIORI-SD: Adapting Association Rule Learning to Subgroup Discovery	p. 230
Solving Classification Problems Using Infix Form Genetic Programming	p. 242
Clustering
What Is Fuzzy about Fuzzy Clustering? Understanding and Improving the Concept of the Fuzzifier	p. 254
A Mixture Model Approach for Binned Data Clustering	p. 265
Fuzzy Clustering Based Segmentation of Time-Series	p. 275
An Iterated Local Search Approach for Minimum Sum-of-Squares Clustering	p. 286
Data Clustering in Tolerance Space	p. 297
Refined Shared Nearest Neighbors Graph for Combining Multiple Data Clusterings	p. 307
Clustering Mobile Trajectories for Resource Allocation in Mobile Environments	p. 319
Fuzzy Clustering of Short Time-Series and Unevenly Distributed Sampling Points	p. 330
Combining and Comparing Cluster Methods in a Receptor Database	p. 341
Applications
Selective Sampling with a Hierarchical Latent Variable Model	p. 352
Obtaining Quality Microarray Data via Image Reconstruction	p. 364
Large Scale Mining of Molecular Fragments with Wildcards	p. 376
Genome-Wide Prokaryotic Promoter Recognition Based on Sequence Alignment Kernel	p. 386
Towards Automated Electrocardiac Map Interpretation: An Intelligent Contouring Tool Based on Spatial Aggregation	p. 397
Study of Canada/US Dollar Exchange Rate Movements Using Recurrent Neural Network Model of FX-Market	p. 409
Gaussian Mixture Density Estimation Applied to Microarray Data	p. 418
Classification of Protein Localisation Patterns via Supervised Neural Network Learning	p. 430
Applying Intelligent Data Analysis to Coupling Relationships in Object-Oriented Software	p. 440
The Smaller the Better: Comparison of Two Approaches for Sales Rate Prediction	p. 451
Modeling
A Multiagent-Based Constructive Approach for Feedforward Neural Networks	p. 462
Evolutionary System Identification via Descriptive Takagi Sugeno Fuzzy Systems	p. 474
Minimum Message Length Criterion for Second-Order Polynomial Model Selection Applied to Tropical Cyclone Intensity Forecasting	p. 486
On the Use of the GTM Algorithm for Mode Detection	p. 497
Regularization Methods for Additive Models	p. 509
Automated Detection of Influenza Epidemics with Hidden Markov Models	p. 521
Guided Incremental Construction of Belief Networks	p. 533
Distributed Regression for Heterogeneous Data Sets	p. 544
(Data) Preprocessing
A Logical Formalisation of the Fellegi-Holt Method of Data Cleaning	p. 554
Compression Technique Preserving Correlations of a Multivariate Temporal Sequence	p. 566
Condensed Representations in Presence of Missing Values	p. 578
Measures of Rule Quality for Feature Selection in Text Categorization	p. 589
Genetic Approach to Constructive Induction Based on Non-algebraic Feature Representation	p. 599
Active Feature Selection Based on a Very Limited Number of Entities	p. 611
Author Index	p. 623
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