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» Learning with Idealized Kernels
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ALT
2000
Springer
14 years 1 months ago
A Note on the Generalization Performance of Kernel Classifiers with Margin
Theodoros Evgeniou, Massimiliano Pontil
COLT
2010
Springer
13 years 7 months ago
Ranking with Kernels in Fourier space
Risi Imre Kondor, Marconi S. Barbosa
ICML
2005
IEEE
14 years 10 months 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
14 years 10 months 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
14 years 4 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