157 search results - page 5 / 32 » On Bayesian bounds |
NN
2002
Springer
14 years 10 months ago
2002
Springer
When learning a mixture model, we suffer from the local optima and model structure determination problems. In this paper, we present a method for simultaneously solving these prob...
ICANN
2003
Springer
15 years 3 months ago
2003
Springer
IOR
2010
14 years 7 months ago
2010
COLT
2004
Springer
15 years 2 months ago
2004
Springer
We show that forms of Bayesian and MDL inference that are often applied to classification problems can be inconsistent. This means that there exists a learning problem such that fo...
NIPS
1998
14 years 12 months ago
1998
We study probabilistic inference in large, layered Bayesian networks represented as directed acyclic graphs. We show that the intractability of exact inference in such networks do...