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» Learning with Idealized Kernels
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ALT
2000
Springer
15 years 3 months ago
A Note on the Generalization Performance of Kernel Classifiers with Margin
Theodoros Evgeniou, Massimiliano Pontil
COLT
2010
Springer
14 years 10 months ago
Ranking with Kernels in Fourier space
Risi Imre Kondor, Marconi S. Barbosa
ICML
2005
IEEE
16 years 19 days ago
Weighted decomposition kernels
We introduce a family of kernels on discrete data structures within the general class of decomposition kernels. A weighted decomposition kernel (WDK) is computed by dividing objec...
Sauro Menchetti, Fabrizio Costa, Paolo Frasconi
ICML
2003
IEEE
16 years 19 days ago
The Pre-Image Problem in Kernel Methods
In this paper, we address the problem of finding the pre-image of a feature vector in the feature space induced by a kernel. This is of central importance in some kernel applicatio...
James T. Kwok, Ivor W. Tsang
ICPR
2008
IEEE
15 years 6 months ago
A novel robust kernel for appearance-based learning
Robustness is one of the most critical issues in the appearance-based learning strategies. In this work, we propose a novel kernel that is robust against data corruption for vario...
Chia-Te Liao, Shang-Hong Lai