193 search results - page 1 / 39 » Active Learning with Gaussian Processes for Object Categoriz... |
ICCV
2007
IEEE
14 years 6 months ago
2007
IEEE
Discriminative methods for visual object category recognition are typically non-probabilistic, predicting class labels but not directly providing an estimate of uncertainty. Gauss...
IJCV
2010
13 years 3 months ago
2010
ICML
2007
IEEE
14 years 5 months ago
2007
IEEE
NIPS
2004
13 years 5 months ago
2004
We present a probabilistic approach to learning a Gaussian Process classifier in the presence of unlabeled data. Our approach involves a "null category noise model" (NCN...
ICML
2005
IEEE
14 years 5 months ago
2005
IEEE
We consider the problem of multi-task learning, that is, learning multiple related functions. Our approach is based on a hierarchical Bayesian framework, that exploits the equival...