97 search results - page 4 / 20 » One-Class Classification with Gaussian Processes |
PAMI
1998
13 years 9 months ago
1998
ICPR
2008
IEEE
14 years 4 months ago
2008
IEEE
DAGM
2010
Springer
13 years 11 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 4 months 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 10 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...