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128
Voted
NIPS
2003
15 years 3 months ago
2003
We consider the problem of reconstructing patterns from a feature map. Learning algorithms using kernels to operate in a reproducing kernel Hilbert space (RKHS) express their solu...
159
Voted
IJCNN
2007
IEEE
15 years 8 months ago
2007
IEEE
Abstract— The optimal model parameters of a kernel machine are typically given by the solution of a convex optimisation problem with a single global optimum. Obtaining the best p...
120
Voted
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
In kernel methods, an interesting recent development seeks to learn a good kernel from empirical data automatically. In this paper, by regarding the transductive learning of the k...
107
Voted
COLT
2007
Springer
15 years 8 months ago
2007
Springer
106
Voted
COLT
2006
Springer
15 years 6 months ago
2006
Springer
