KAIS
2007
13 years 11 months ago
2007
Data clustering is a popular approach for automatically finding classes, concepts, or groups of patterns. In practice this discovery process should avoid redundancies with existi...
UAI
2003
14 years 26 days ago
2003
Learning with hidden variables is a central challenge in probabilistic graphical models that has important implications for many real-life problems. The classical approach is usin...
UAI
2001
14 years 27 days ago
2001
The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution