KAIS
2007
13 years 4 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
13 years 6 months 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
13 years 6 months ago
2001
The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution