The 3rd workshop on Evaluation Methods for Machine Learning In conjunction with ICML 2008, Helsinki, Finland Workshop Schedule July 9th, 2008 ------------------------------------------------------------------------------------------------------------------------------------- 9:00 - 9:25 William Klement, Nathalie Japkowicz, Chris Drummond "Evaluation in Machine Learning: High Level Questions" 9:25 - 9:50 Janez Desmar "On the Appropriateness of Statistical Tests in Machine Learning" 9:50 - 10:15 Edith Law "The Problem of Accuracy as an Evaluation Criterion" 10:15 - 10:30 Discussion ------------------------------------------------------------------------------------------------------------------------------------- 10:30 - 11:00 Break ------------------------------------------------------------------------------------------------------------------------------------- 11:00 - 11:25 Niklas Lavesson, Paul Davidsson "Towards Application-specific Evaluation Metrics" 11:25 - 11:50 William Klement, Peter Flach "Soft Receiver Operating Characteristics Curves (SROC)" 11:50 - 12:15 Mohak Shah "Risk Bounds for Classifier Evaluation: Possibilities and Challenges" 12:15 - 12:30 Discussion ------------------------------------------------------------------------------------------------------------------------------------- 12:30 - 2:30 Lunch ------------------------------------------------------------------------------------------------------------------------------------- 2:30 - 2:55 Rita Ribeiro, Luis Torgo "Utility-based Performance Measures for Regression" 2:55 - 3:20 Marina Sokolova, Khaled El Emam "Evaluation of Learning from Screened Positive Examples" 3:20 - 3:45 Joao Gama, Pedro Pereira Rodrigues, Gladys Castillo "Evaluating Algorithms that Learn from Data Streams" 3:45 - 4:00 Discussion ------------------------------------------------------------------------------------------------------------------------------------- 4:00 - 4:30 Break ------------------------------------------------------------------------------------------------------------------------------------- 4:30 - 4:55 Chris Drummond "Finding a Balance between Anarchy and Orthodoxy" 4:55 - 5:20 Nathalie Japkowicz "Classifier Evaluation: A Need for Better Education and Restructuring" 5:20 - 6:00 Panel Discussion -------------------------------------------------------------------------------------------------------------------------------------