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kernel function

40 papers

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Co-occurring keywords

kernel methods (1097) gaussian process (1200) support vector machine (978) bayesian optimization (624) reproducing kernel hilbert space (334) convex optimization (1321) neural network (6616) online learning (1777) dimensionality reduction (720) deep kernel (16)

Papers

A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function NIPS 2012
Breaking the Curse of Kernelization: Budgeted Stochastic Gradient Descent for Large-Scale SVM Training JMLR 2012
Unsupervised Multiple Kernel Learning ACML 2011
Multiple Kernel Learning Algorithms JMLR 2011
Information Rates of Nonparametric Gaussian Process Methods JMLR 2011
Online Passive-Aggressive Algorithms on a Budget AISTATS 2010
Inductive Regularized Learning of Kernel Functions NIPS 2010
Learning Translation Invariant Kernels for Classification JMLR 2010
Model Selection for Regression with Continuous Kernel Functions Using the Modulus of Continuity JMLR 2008
Computation of Similarity Measures for Sequential Data using Generalized Suffix Trees NIPS 2006
A Direct Method for Building Sparse Kernel Learning Algorithms JMLR 2006
Exact 1-Norm Support Vector Machines Via Unconstrained Convex Differentiable Minimization JMLR 2006
Learning the Kernel Function via Regularization JMLR 2005
Semigroup Kernels on Measures JMLR 2005
On the Influence of the Kernel on the Consistency of Support Vector Machines JMLR 2001