conftrace_

kernel approximation

100 papers

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Co-occurring keywords

kernel methods (1097) random feature (89) random fourier feature (59) gaussian process (1200) nystrom method (46) nyström method (32) low-rank approximation (323) kernel ridge regression (111) gaussian process regression (133) gaussian kernel (60)

Papers

Optimal Rates for Random Fourier Features NIPS 2015
Low Dimensional Explicit Feature Maps ICCV 2015
Double Nyström Method: An Efficient and Accurate Nyström Scheme for Large-Scale Data Sets ICML 2015
Learning with Group Invariant Features: A Kernel Perspective. NIPS 2015
Spherical Random Features for Polynomial Kernels NIPS 2015
Basis Mapping Based Boosting for Object Detection CVPR 2015
Hilbert maps: scalable continuous occupancy mapping with stochastic gradient descent RSS 2015
Random Laplace Feature Maps for Semigroup Kernels on Histograms CVPR 2014
Asymmetric Sparse Kernel Approximations for Large-scale Visual Search CVPR 2014
Compact Random Feature Maps ICML 2014
Memory Efficient Kernel Approximation ICML 2014
Support vector machines with indefinite kernels ACML 2014
Hash-SVM: Scalable Kernel Machines for Large-Scale Visual Classification CVPR 2014
The Pairwise Piecewise-Linear Embedding for Efficient Non-Linear Classification ICML 2013
Fastfood - Computing Hilbert Space Expansions in loglinear time ICML 2013
A Framework for Evaluating Approximation Methods for Gaussian Process Regression JMLR 2013
Approximate Inference in Continuous Determinantal Processes NIPS 2013
Random Feature Maps for Dot Product Kernels AISTATS 2012
Nyström Method vs Random Fourier Features: A Theoretical and Empirical Comparison NIPS 2012
Approximate Tree Kernels JMLR 2010
On the Impact of Kernel Approximation on Learning Accuracy AISTATS 2010
Weighted Sums of Random Kitchen Sinks: Replacing minimization with randomization in learning NIPS 2008
Random Features for Large-Scale Kernel Machines NIPS 2007
On the Nystrom Method for Approximating a Gram Matrix for Improved Kernel-Based Learning JMLR 2005
Knowledge-Based Kernel Approximation JMLR 2004