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universal kernel

7 papers

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Co-occurring keywords

kernel methods (1097) reproducing kernel hilbert space (334) characteristic kernel (8) support vector machine (978) probability measure (59) learning consistency (2) gaussian rbf kernel (2) weak convergence (10) bayes risk (23) linear parameterization (4)

Papers

A Convex Parametrization of a New Class of Universal Kernel Functions JMLR 2020
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions JMLR 2018
Universality, Characteristic Kernels and RKHS Embedding of Measures JMLR 2011
On the relation between universality, characteristic kernels and RKHS embedding of measures AISTATS 2010
Universal Kernels on Non-Standard Input Spaces NIPS 2010
Universal Multi-Task Kernels JMLR 2008
On the Influence of the Kernel on the Consistency of Support Vector Machines JMLR 2001