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Kernel Methods

642 papers

Papers per year

9
23
20
31
19
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Papers

On the Algorithmics and Applications of a Mixed-norm based Kernel Learning Formulation NIPS 2009
Multiple Incremental Decremental Learning of Support Vector Machines NIPS 2009
Learning Non-Linear Combinations of Kernels NIPS 2009
Low-Rank Kernel Learning with Bregman Matrix Divergences JMLR 2009
Accurate rough terrain estimation with space-carving kernels RSS 2009
Kernel Change-point Analysis NIPS 2008
Performance analysis for L\_2 kernel classification NIPS 2008
Supervised Bipartite Graph Inference NIPS 2008
Weighted Sums of Random Kitchen Sinks: Replacing minimization with randomization in learning NIPS 2008
Hierarchical Fisher Kernels for Longitudinal Data NIPS 2008
Fast High-dimensional Kernel Summations Using the Monte Carlo Multipole Method NIPS 2008
Support Vector Machines with a Reject Option NIPS 2008
Kernel-ARMA for Hand Tracking and Brain-Machine interfacing During 3D Motor Control NIPS 2008
Fast Prediction on a Tree NIPS 2008
Theory of matching pursuit NIPS 2008
Learning with Consistency between Inductive Functions and Kernels NIPS 2008
Robust Kernel Principal Component Analysis NIPS 2008
Relative Margin Machines NIPS 2008
An Extended Level Method for Efficient Multiple Kernel Learning NIPS 2008
Kernelized Sorting NIPS 2008
Exploring Large Feature Spaces with Hierarchical Multiple Kernel Learning NIPS 2008
Bayesian Network Score Approximation using a Metagraph Kernel NIPS 2008
Kernel Measures of Independence for non-iid Data NIPS 2008
Characteristic Kernels on Groups and Semigroups NIPS 2008
Multi-label Multiple Kernel Learning NIPS 2008