97 search results - page 4 / 20 » One-Class Classification with Gaussian Processes |
ICPR
2008
IEEE
16 years 6 days ago
2008
IEEE
171
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DAGM
2010
Springer
15 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...
142
Voted
JMLR
2010
15 years 17 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...
157
Voted
ICML
2005
IEEE
16 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...