445 search results - page 20 / 89 » A Bayesian Committee Machine |
145
Voted
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
Bayesian networks are a powerful probabilistic representation, and their use for classification has received considerable attention. However, they tend to perform poorly when lear...
144
Voted
ICML
2001
IEEE
16 years 3 months ago
2001
IEEE
Accurate, well-calibrated estimates of class membership probabilities are needed in many supervised learning applications, in particular when a cost-sensitive decision must be mad...
131
Voted
ECML
2007
Springer
15 years 9 months ago
2007
Springer
We present a framework for efficient, accurate approximate Bayesian inference in generalized linear models (GLMs), based on the expectation propagation (EP) technique. The paramete...
ECML
2005
Springer
15 years 8 months ago
2005
Springer
131
click to vote
ICML
2005
IEEE
16 years 3 months ago
2005
IEEE
Naive Bayes models have been widely used for clustering and classification. However, they are seldom used for general probabilistic learning and inference (i.e., for estimating an...