Advances in Intelligent Data Analysis V: 5th International Symposium on Intelligent Data Analysis, IDA 2003, Berlin, Germany, August 28-30, 2003. Proceedings

Front Matter....Pages -
Pruning for Monotone Classification Trees....Pages 1-12
Regularized Learning with Flexible Constraints....Pages 13-24
Learning to Answer Emails....Pages 25-35
A Semi-supervised Method for Learning the Structure of Robot Environment Interactions....Pages 36-47
Using Domain Specific Knowledge for Automated Modeling....Pages 48-59
Resolving Rule Conflicts with Double Induction....Pages 60-67
A Novel Partial-Memory Learning Algorithm Based on Grey Relational Structure....Pages 68-75
Constructing Hierarchical Rule Systems....Pages 76-87
Text Categorization Using Hybrid Multiple Model Schemes....Pages 88-99
Learning Dynamic Bayesian Networks from Multivariate Time Series with Changing Dependencies....Pages 100-110
Topology and Intelligent Data Analysis....Pages 111-122
Coherent Conditional Probability as a Measure of Information of the Relevant Conditioning Events....Pages 123-133
Very Predictive Ngrams for Space-Limited Probabilistic Models....Pages 134-142
Interval Estimation Naïve Bayes....Pages 143-154
Mining Networks and Central Entities in Digital Libraries. A Graph Theoretic Approach Applied to Co-author Networks....Pages 155-166
Learning Linear Classifiers Sensitive to Example Dependent and Noisy Costs....Pages 167-178
An Effective Associative Memory for Pattern Recognition....Pages 179-186
Similarity Based Classification....Pages 187-197
Numerical Attributes in Decision Trees: A Hierarchical Approach....Pages 198-207
Similarity-Based Neural Networks for Applications in Computational Molecular Biology....Pages 208-218
Combining Pairwise Classifiers with Stacking....Pages 219-229
APRIORI-SD: Adapting Association Rule Learning to Subgroup Discovery....Pages 230-241
Solving Classification Problems Using Infix Form Genetic Programming....Pages 242-253
What Is Fuzzy about Fuzzy Clustering? Understanding and Improving the Concept of the Fuzzifier....Pages 254-264
A Mixture Model Approach for Binned Data Clustering....Pages 265-274
Fuzzy Clustering Based Segmentation of Time-Series....Pages 275-285
An Iterated Local Search Approach for Minimum Sum-of-Squares Clustering....Pages 286-296
Data Clustering in Tolerance Space....Pages 297-306
Refined Shared Nearest Neighbors Graph for Combining Multiple Data Clusterings....Pages 307-318
Clustering Mobile Trajectories for Resource Allocation in Mobile Environments....Pages 319-329
Fuzzy Clustering of Short Time-Series and Unevenly Distributed Sampling Points....Pages 330-340
Combining and Comparing Cluster Methods in a Receptor Database....Pages 341-351
Selective Sampling with a Hierarchical Latent Variable Model....Pages 352-363
Obtaining Quality Microarray Data via Image Reconstruction....Pages 364-375
Large Scale Mining of Molecular Fragments with Wildcards....Pages 376-385
Genome-Wide Prokaryotic Promoter Recognition Based on Sequence Alignment Kernel....Pages 386-396
Towards Automated Electrocardiac Map Interpretation: An Intelligent Contouring Tool Based on Spatial Aggregation....Pages 397-408
Study of Canada/US Dollar Exchange Rate Movements Using Recurrent Neural Network Model of FX-Market....Pages 409-417
Gaussian Mixture Density Estimation Applied to Microarray Data....Pages 418-429
Classification of Protein Localisation Patterns via Supervised Neural Network Learning....Pages 430-439
Applying Intelligent Data Analysis to Coupling Relationships in Object-Oriented Software....Pages 440-450
The Smaller the Better: Comparison of Two Approaches for Sales Rate Prediction....Pages 451-461
A Multiagent-Based Constructive Approach for Feedforward Neural Networks....Pages 462-473
Evolutionary System Identification via Descriptive Takagi Sugeno Fuzzy Systems....Pages 474-485
Minimum Message Length Criterion for Second-Order Polynomial Model Selection Applied to Tropical Cyclone Intensity Forecasting....Pages 486-496
On the Use of the GTM Algorithm for Mode Detection....Pages 497-508
Regularization Methods for Additive Models....Pages 509-520
Automated Detection of Influenza Epidemics with Hidden Markov Models....Pages 521-532
Guided Incremental Construction of Belief Networks....Pages 533-543
Distributed Regression for Heterogeneous Data Sets....Pages 544-553
A Logical Formalisation of the Fellegi-Holt Method of Data Cleaning....Pages 554-565
Compression Technique Preserving Correlations of a Multivariate Temporal Sequence....Pages 566-577
Condensed Representations in Presence of Missing Values....Pages 578-588
Measures of Rule Quality for Feature Selection in Text Categorization....Pages 589-598
Genetic Approach to Constructive Induction Based on Non-algebraic Feature Representation....Pages 599-610
Active Feature Selection Based on a Very Limited Number of Entities....Pages 611-622
Back Matter....Pages -