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sparse approximation

76 papers

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Co-occurring keywords

gaussian process (1200) variational inference (2069) gaussian processes (89) bayesian inference (1907) gaussian process regression (133) inducing point (33) kernel methods (1097) sparse gaussian process (27) uncertainty quantification (1393) markov chain monte carlo (725)

Papers

Differentially Private Regression and Classification with Sparse Gaussian Processes JMLR 2021
Value-aware Approximate Attention EMNLP 2021
Learning Compositional Sparse Gaussian Processes with a Shrinkage Prior AAAI 2021
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data ICML 2021
Sparse within Sparse Gaussian Processes using Neighbor Information ICML 2021
Scalable Gaussian Process Variational Autoencoders AISTATS 2021
Estimating Model Uncertainty of Neural Networks in Sparse Information Form ICML 2020
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020
Dataless Model Selection With the Deep Frame Potential CVPR 2020
Doubly Sparse Variational Gaussian Processes AISTATS 2020
Revisiting the Sample Complexity of Sparse Spectrum Approximation of Gaussian Processes NIPS 2020
Sparse Gaussian Processes with Spherical Harmonic Features ICML 2020
Efficiently sampling functions from Gaussian process posteriors ICML 2020
Bayesian Batch Active Learning as Sparse Subset Approximation NIPS 2019
Harmonizable mixture kernels with variational Fourier features AISTATS 2019
Efficiently Learning Fourier Sparse Set Functions NIPS 2019
Variational Fourier Features for Gaussian Processes JMLR 2018
Approximate Submodularity and its Applications: Subset Selection, Sparse Approximation and Dictionary Selection JMLR 2018
Nonrigid Points Alignment with Soft-weighted Selection IJCAI 2018
Sparse Gaussian Process Temporal Difference Learning for Marine Robot Navigation CORL 2018
Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds NIPS 2018
Tight Bounds for Approximate Carathéodory and Beyond ICML 2017
Sparse Approximate Conic Hulls NIPS 2017
Multiresolution Kernel Approximation for Gaussian Process Regression NIPS 2017
Streaming Sparse Gaussian Process Approximations NIPS 2017