conftrace_

random fourier feature

59 papers

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Also known as

RFF

Co-occurring keywords

kernel methods (1097) kernel approximation (100) gaussian process (1200) kernel ridge regression (111) gaussian kernel (60) reproducing kernel hilbert space (334) variational inference (2069) spectral approximation (15) online gradient descent (39) approximation theory (77)

Papers

Towards a Unified Analysis of Random Fourier Features JMLR 2021
Structure-Aware Random Fourier Kernel for Graphs NIPS 2021
Large-Scale Learning with Fourier Features and Tensor Decompositions NIPS 2021
Scaling up Kernel Ridge Regression via Locality Sensitive Hashing AISTATS 2020
Orlicz Random Fourier Features JMLR 2020
SnapBoost: A Heterogeneous Boosting Machine NIPS 2020
A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent NIPS 2020
Federated Bayesian Optimization via Thompson Sampling NIPS 2020
Fourier Sparse Leverage Scores and Approximate Kernel Learning NIPS 2020
Random Fourier Features via Fast Surrogate Leverage Weighted Sampling AAAI 2020
Learning Adaptive Random Features AAAI 2019
Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior AISTATS 2019
Towards a Unified Analysis of Random Fourier Features ICML 2019
On Kernel Derivative Approximation with Random Fourier Features AISTATS 2019
Sampled Softmax with Random Fourier Features NIPS 2019
Low-Precision Random Fourier Features for Memory-constrained Kernel Approximation AISTATS 2019
Implicit Kernel Learning AISTATS 2019
Black Box Quantiles for Kernel Learning AISTATS 2019
Streaming Kernel PCA with $\tilde{O}(\sqrt{n})$ Random Features NIPS 2018
Random Fourier Features for Kernel Ridge Regression: Approximation Bounds and Statistical Guarantees ICML 2017
Nonlinear Maximum Margin Multi-View Learning with Adaptive Kernel IJCAI 2017
Gaussian Quadrature for Kernel Features NIPS 2017
Relative Error Embeddings of the Gaussian Kernel Distance ALT 2017
Data-driven Random Fourier Features using Stein Effect IJCAI 2017
Large-scale Online Kernel Learning with Random Feature Reparameterization IJCAI 2017