Sparse Algorithms for Markovian Gaussian Processes

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Sparse Algorithms for Markovian Gaussian Processes

19 March 2021

William J. Wilkinson

Arno Solin

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Papers citing "Sparse Algorithms for Markovian Gaussian Processes"

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Title
Deep Gaussian Markov Random Fields for Graph-Structured Dynamical Systems Fiona Lippert Bart Kranstauber E. E. V. Loon Patrick Forré BDL AI4CE 45 0 0 14 Jun 2023
Variational Gaussian Process Diffusion Processes Prakhar Verma Vincent Adam Arno Solin DiffM 119 6 0 03 Jun 2023
Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains Matthew Dowling Yuan Zhao Il Memming Park 64 6 0 01 Jun 2023
Spatiotemporal modeling of European paleoclimate using doubly sparse Gaussian processes S. Axen A. Gessner C. Sommer N. Weitzel Álvaro Tejero-Cantero 43 1 0 15 Nov 2022
Markovian Gaussian Process Variational Autoencoders Harrison Zhu Carles Balsells Rodas Yingzhen Li BDL AI4TS 108 17 0 12 Jul 2022
Dual Parameterization of Sparse Variational Gaussian Processes Vincent Adam Paul E. Chang Mohammad Emtiyaz Khan Arno Solin 89 23 0 05 Nov 2021
Spatio-Temporal Variational Gaussian Processes Oliver Hamelijnck William J. Wilkinson Niki A. Loppi Arno Solin Theodoros Damoulas AI4TS 72 35 0 02 Nov 2021
Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees William J. Wilkinson Simo Särkkä Arno Solin BDL 83 16 0 02 Nov 2021
Deep State-Space Gaussian Processes Zheng Zhao M. Emzir Simo Särkkä GP 88 19 0 11 Aug 2020