Invited Papers |
Beyond Occam's Razor: Process-Oriented Evaluation / Pedro Domingos |
The Representation Race - Preprocessing for Handling Time Phenomena / Katharina Morik |
Contributed Papers |
Short-Term Profiling for a Case-Based Reasoning Recommendation System / Esma Aimeur ; Mathieu Vézeau |
K-SVCR. A Multi-class Support Vector Machine / Cecilio Angulo ; Andreu Català |
Learning Trading Rules with Inductive Logic Programming / Liviu Badea |
Improving Knowledge Discovery Using Domain Knowledge in Unsupervised Learning / Javier Béjar |
Exploiting Classifier Combination for Early Melanoma Diagnosis Support / E. Blanzieri ; C. Eccher ; S. Forti ; A. Sboner |
A Comparison of Ranking Methods for Classification Algorithm Selection / Pavel B. Brazdil ; Carlos Soares |
Hidden Markov Models with Patterns and Their Application to Integrated Circuit Testing / Laurent Bréhélin ; Olivier Gascuel ; Gilles Caraux |
Comparing Complete and Partial Classification for Identifying Latently Dissatisfied Customers / Tom Brijs ; Gilbert Swinnen ; Koen Vanhoof ; Geert Wets |
Wrapper Generation via Grammar Induction / Boris Chidlovskii ; Jon Ragetli ; Maarten de Rijke |
Diversity versus Quality in Classification Ensembles Based on Feature Selection / Pádraig Cunningham ; John Carney |
Minimax TD-Learning with Neural Nets in a Markov Game / Fredrik A. Dahl ; Ole Martin Halck |
Boosting Applied to Word Sense Disambiguation / Gerard Escudero ; LluÃs MÃ rquez ; German Rigau |
A Multiple Model Cost-Sensitive Approach for Intrusion Detection / Wei Fan ; Wenke Lee ; Salvatore J. Stolfo ; Matthew Miller |
Value Miner: A Data Mining Environment for the Calculation of the Customer Lifetime Value with Application to the Automotive Industry / Katja Gelbrich ; Reza Nakhaeizadeh |
Investigation and Reduction of Discretization Variance in Decision Tree Induction / Pierre Geurts ; Louis Wehenkel |
Asymmetric Co-evolution for Imperfect-Information Zero-Sum Games |
A Machine Learning Approach to Workflow Management / Joachim Herbst |
The Utilization of Context Signals in the Analysis of ABR Potentials by Application of Neural Networks / Andrzej Izworski ; Ryszard Tadeusiewicz ; Andrzej Paslawski |
Complexity Approximation Principle and Rissanen's Approach to Real-Valued Parameters / Yuri Kalnishkan |
Handling Continuous-Valued Attributes in Decision Tree with Neural Network Modeling / DaeEun Kim ; Jaeho Lee |
Learning Context-Free Grammars with a Simplicity Bias / Pat Langley ; Sean Stromsten |
Partially Supervised Text Classification: Combining Labeled and Unlabeled Documents Using an EM-like Scheme / Carsten Lanquillon |
Toward an Explanatory Similarity Measure for Nearest-Neighbor Classification / Mathieu Latourrette |
Relative Unsupervised Discretization for Regression Problems / Marcus-Christopher Ludl ; Gerhard Widmer |
Metric-Based Inductive Learning Using Semantic Height Functions / Zdravko Markov ; Ivo Marinchev |
Error Analysis of Automatic Speech Recognition Using Principal Direction Divisive Partitioning / David McKoskey ; Daniel Boley |
A Study on the Performance of Large Bayes Classifier / Dimitris Meretakis ; Hongjun Lu ; Beat Wüthrich |
Dynamic Discretization of Continuous Values from Time Series / Llanos Mora López ; Inmaculada Fortes Ruiz ; Rafael Morales Bueno ; Francisco Triguero Ruiz |
Using a Symbolic Machine Learning Tool to Refine Lexico-syntactic Patterns / Emmanuel Morin ; Emmanuelle Martienne |
Measuring Performance when Positives Are Rare: Relative Advantage versus Predictive Accuracy - A Biological Case-Study / Stephen H. Muggleton ; Christopher H. Bryant ; Ashwin Srinivasan |
Mining TCP/IP Traffic for Network Intrusion Detection by Using a Distributed Genetic Algorithm / Filippo Neri |
Learning Patterns of Behavior by Observing System Events / Marlon Núñez |
Dimensionality Reduction through Sub-space Mapping for Nearest Neighbour Algorithms / Terry R. Payne ; Peter Edwards |
Nonparametric Regularization of Decision Trees / Tobias Scheffer |
An Efficient and Effective Procedure for Updating a Competence Model for Case-Based Reasoners / Barry Smyth ; Elizabeth McKenna |
Layered Learning / Peter Stone ; Manuela Veloso |
Problem Decomposition for Behavioural Cloning / Dorian Šuc ; Ivan Bratko |
Dynamic Feature Selection in Incremental Hierarchical Clustering / Luis Talavera |
On the Boosting Pruning Problem / Christino Tamon ; Jie Xiang |
An Empirical Study of MetaCost Using Boosting Algorithms / Kai Ming Ting |
Clustered Partial Linear Regression / LuÃs Torgo ; Joaquim Pinto da Costa |
Knowledge Discovery from Very Large Databases Using Frequent Concept Lattices / Kitsana Waiyamai ; Lotfi Lakhal |
Some Improvements on Event-Sequence Temporal Region Methods / Wei Zhang |
Author Index |
Invited Papers |
Beyond Occam's Razor: Process-Oriented Evaluation / Pedro Domingos |
The Representation Race - Preprocessing for Handling Time Phenomena / Katharina Morik |
Contributed Papers |
Short-Term Profiling for a Case-Based Reasoning Recommendation System / Esma Aimeur ; Mathieu Vézeau |
K-SVCR. A Multi-class Support Vector Machine / Cecilio Angulo ; Andreu Català |