| 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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