LMCE 2014 Schedule

Opening 10:15
Invited Talk 10:30 Context Change and Versatile Models in Machine Learning (slides) Jose Hernandez-Orallo
Cost-Sensitive Learning 11:15 Cost-Sensitive Measures of Instance Hardness (slides) Ricardo Prudencio, Carlos Castor
11:30 Classification in context: Adapting to changes in class and cost distribution (slides) Peter Flach
11:45 ROCsearch in a Wider Context - A ROC-Guided Search Strategy for Subgroup Discovery and Beyond (work in progress) (slides) Wouter Duivesteijn, Marvin Meeng, Arno Knobbe
Dataset Shift 12:00 Patterns of Dataset Shift (slides) Meelis Kull, Peter Flach
12:15 Dataset Shift in a Real-Life Dataset (slides) Chowdhury Farhan Ahmed, Nicolas Lachiche, Clement Charnay, Agnes Braud
12:30 Efficient Graph Classification in Shifted Datasets Using Weighted Correlated Feature Selection (work in progress) (slides) Md. Samiullah, Chowdhury Farhan Ahmed, Anna Fariha, Akiz Uddin Ahmed
Lunch break 12:45
Invited Talk 14:00 Domain Adaptation of Virtual and Real Worlds for Pedestrian Detection (slides) Antonio M. Lopez
Multi-Instance / Dimensional / Task / Label Learning 14:45 A meta-learning system for multi-instance classification (slides) Gitte Vanwinckelen, Hendrik Blockeel
15:10 Predictive models for multidimensional data when the resolution context changes (slides) Jose Hernandez-Orallo, Nicolas Lachiche, Adolfo Martinez-Uso
15:35 SymReg-MT: Iterative Multi-task Feature Learning Through Weighted Symbolic Regression (slides) Michael Zwick, Holger Schoner, Ehsan Rezaie
15:50 Multi-label Classification: A Comparative Study on Threshold Selection Methods (work in progress) (slides) Reem Al-Otaibi, Peter Flach, Meelis Kull
Coffee Break 16:05
Transfer Learning 16:20 Multi-System Identification for Efficient Knowledge Transfer with Factored Tensor Recurrent Neural Networks (slides) Sigurd Spieckermann, Siegmund Dull, Steffen Udluft, Thomas Runkler
16:45 Subset based Hilbert space projections for transfer learning (slides) Christian Politz
17:00 Sequential Decision-Making under Non-stationary Environments via Sequential Change-point Detection (slides) Emmanuel Hadoux, Aurelie Beynier, Paul Weng
Applications 17:15 Context Modulation of Sensor Data Applied to Activity Recognition in Smart Homes (slides) Niall Twomey, Peter Flach
17:40 Identifying dominant models when the noise context is known (slides) Cesar Ferri, Jose Hernandez-Orallo, Adolfo Martinez-Uso, M.Jose Ramirez-Quintana
17:55 A L2-Norm Regularized Pseudo-Code for Change Analysis in Satellite Image Time Series (slides) Anamaria Radoi, Mihai Datcu
Closing 18:10