97 search results - page 4 / 20 » One-Class Classification with Gaussian Processes |
PAMI
1998
13 years 5 months ago
1998
ICPR
2008
IEEE
14 years 5 days ago
2008
IEEE
DAGM
2010
Springer
13 years 6 months ago
2010
Springer
Density modeling is notoriously difficult for high dimensional data. One approach to the problem is to search for a lower dimensional manifold which captures the main characteristi...
JMLR
2010
13 years 16 days ago
2010
A method for using monotonicity information in multivariate Gaussian process regression and classification is proposed. Monotonicity information is introduced with virtual derivat...
ICML
2005
IEEE
14 years 6 months ago
2005
IEEE
In this paper, we propose a probabilistic kernel approach to preference learning based on Gaussian processes. A new likelihood function is proposed to capture the preference relat...