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nyström approximation

19 papers

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Co-occurring keywords

kernel methods (1097) kernel ridge regression (111) matrix approximation (89) low-rank approximation (323) nystrom approximation (19) nyström method (32) support vector machine (978) kernel matrix (73) kernel machine (27) nystrom method (46)

Papers

The Nyström method for convex loss functions JMLR 2024
Proxyformer: Nyström-Based Linear Transformer with Trainable Proxy Tokens AAAI 2024
On the Nyström Approximation for Preconditioning in Kernel Machines AISTATS 2024
Sampling-based Nyström Approximation and Kernel Quadrature ICML 2023
Optimal Convergence Rates for Agnostic Nyström Kernel Learning ICML 2023
Block Subsampled Randomized Hadamard Transform for Nyström Approximation on Distributed Architectures ICML 2023
NysADMM: faster composite convex optimization via low-rank approximation ICML 2022
Efficient Kernelized UCB for Contextual Bandits AISTATS 2022
Efficient Hyperparameter Tuning for Large Scale Kernel Ridge Regression AISTATS 2022
Fast Statistical Leverage Score Approximation in Kernel Ridge Regression AISTATS 2021
Generalization Properties of hyper-RKHS and its Applications JMLR 2021
Divide-and-Conquer Learning with Nyström: Optimal Rate and Algorithm AAAI 2020
Approximate Kernel Selection with Strong Approximate Consistency AAAI 2019
Multi-view Metric Learning in Vector-valued Kernel Spaces AISTATS 2018
Fast Cross-Validation IJCAI 2018
Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data NIPS 2017
Fast Prediction for Large-Scale Kernel Machines NIPS 2014
Memory Efficient Kernel Approximation ICML 2014
A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound NIPS 2012