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» Learning with non-positive kernels

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CORR
2012
Springer

208views Education» more CORR 2012»

Ensembles of Kernel Predictors

12 years 3 months ago

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This paper examines the problem of learning with a ﬁnite and possibly large set of p base kernels. It presents a theoretical and empirical analysis of an approach addressing thi...

Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh

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ICML
2008
IEEE

150views Machine Learning» more ICML 2008»

A generalization of Haussler's convolution kernel: mapping kernel

14 years 8 months ago

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Kilho Shin, Tetsuji Kuboyama

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ICML
2007
IEEE

188views Machine Learning» more ICML 2007»

Learning nonparametric kernel matrices from pairwise constraints

14 years 8 months ago

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Many kernel learning methods have to assume parametric forms for the target kernel functions, which significantly limits the capability of kernels in fitting diverse patterns. Som...

Steven C. H. Hoi, Rong Jin, Michael R. Lyu

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ICML
2008
IEEE

160views Machine Learning» more ICML 2008»

Bi-level path following for cross validated solution of kernel quantile regression

14 years 8 months ago

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Saharon Rosset

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