97 search results - page 4 / 20 » One-Class Classification with Gaussian Processes |
45
Voted
ICPR
2008
IEEE
15 years 8 months ago
2008
IEEE
128
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DAGM
2010
Springer
15 years 3 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...
102
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JMLR
2010
14 years 9 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...
110
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ICML
2005
IEEE
16 years 3 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...