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kernel matrix

73 papers

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Co-occurring keywords

kernel methods (1097) low-rank approximation (323) matrix approximation (89) determinantal point process (140) kernel learning (102) support vector machine (978) gaussian process (1200) nystrom method (46) matrix factorization (529) kernel approximation (100)

Papers

Entrywise error bounds for low-rank approximations of kernel matrices NIPS 2024
Fast Dynamic Sampling for Determinantal Point Processes AISTATS 2024
Large-Scale Gaussian Processes via Alternating Projection AISTATS 2024
Improved Kernel Alignment Regret Bound for Online Kernel Learning AAAI 2023
Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition JMLR 2023
Robust and Fast Measure of Information via Low-Rank Representation AAAI 2023
Randomized Primal-Dual Methods with Adaptive Step Sizes AISTATS 2023
Kernel similarity matching with Hebbian networks NIPS 2022
A Perturbation-Based Kernel Approximation Framework JMLR 2022
Scalable MCMC Sampling for Nonsymmetric Determinantal Point Processes ICML 2022
A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory Resources ICML 2022
Giga-scale Kernel Matrix-Vector Multiplication on GPU NIPS 2022
The Fast Kernel Transform AISTATS 2022
Preconditioning for Scalable Gaussian Process Hyperparameter Optimization ICML 2022
Fast Statistical Leverage Score Approximation in Kernel Ridge Regression AISTATS 2021
Two-way kernel matrix puncturing: towards resource-efficient PCA and spectral clustering ICML 2021
Kernel Operations on the GPU, with Autodiff, without Memory Overflows JMLR 2021
Faster Kernel Matrix Algebra via Density Estimation ICML 2021
High-Dimensional Gaussian Process Inference with Derivatives ICML 2021
A Deep Conditioning Treatment of Neural Networks ALT 2021
Fast geometric learning with symbolic matrices NIPS 2020
Linear Time Sinkhorn Divergences using Positive Features NIPS 2020
Learning Data-adaptive Non-parametric Kernels JMLR 2020
Sampling from a k-DPP without looking at all items NIPS 2020
Extractive Financial Narrative Summarisation based on DPPs COLING 2020