GPflow: A Gaussian process library using TensorFlow

GPflow: A Gaussian process library using TensorFlow

27 October 2016

Mark van der Wilk

Pablo León-Villagrá

Zoubin Ghahramani

Papers citing "GPflow: A Gaussian process library using TensorFlow"

19 / 269 papers shown

Title
Structured Variational Inference for Coupled Gaussian Processes Vincent Adam 22 2 0 03 Nov 2017
Auto-Differentiating Linear Algebra Matthias Seeger A. Hetzel Zhenwen Dai Eric Meissner Neil D. Lawrence 17 38 0 24 Oct 2017
Scalable Gaussian Processes with Billions of Inducing Inputs via Tensor Train Decomposition Pavel Izmailov Alexander Novikov D. Kropotov 28 61 0 19 Oct 2017
Learning to Warm-Start Bayesian Hyperparameter Optimization Jungtaek Kim Saehoon Kim Seungjin Choi 19 3 0 17 Oct 2017
Bayesian Alignments of Warped Multi-Output Gaussian Processes Markus Kaiser Clemens Otte Thomas Runkler Carl Henrik Ek 35 19 0 08 Oct 2017
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 38 221 0 05 Oct 2017
Forecasting of commercial sales with large scale Gaussian Processes Rodrigo Rivera Evgeny Burnaev 13 22 0 16 Sep 2017
Convolutional Gaussian Processes Mark van der Wilk C. Rasmussen J. Hensman BDL 27 130 0 06 Sep 2017
Spectral Mixture Kernels for Multi-Output Gaussian Processes Gabriel Parra Felipe A. Tobar 7 75 0 05 Sep 2017
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 72 171 0 08 Jul 2017
Identification of Gaussian Process State Space Models Stefanos Eleftheriadis Tom Nicholson M. Deisenroth J. Hensman 32 111 0 30 May 2017
Doubly Stochastic Variational Inference for Deep Gaussian Processes Hugh Salimbeni M. Deisenroth BDL GP 48 415 0 24 May 2017
Safe Model-based Reinforcement Learning with Stability Guarantees Felix Berkenkamp M. Turchetta Angela P. Schoellig Andreas Krause 26 838 0 23 May 2017
Streaming Sparse Gaussian Process Approximations T. Bui Cuong V Nguyen Richard Turner 24 101 0 19 May 2017
Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic Music Pablo A. Alvarado D. Stowell 21 7 0 19 May 2017
Asynchronous Distributed Variational Gaussian Processes for Regression Hao Peng Shandian Zhe Y. Qi 18 29 0 22 Apr 2017
Variational Fourier features for Gaussian processes J. Hensman N. Durrande Arno Solin VLM 26 200 0 21 Nov 2016
Random Feature Expansions for Deep Gaussian Processes Kurt Cutajar Edwin V. Bonilla Pietro Michiardi Maurizio Filippone BDL 18 143 0 14 Oct 2016
Generic Inference in Latent Gaussian Process Models Edwin V. Bonilla K. Krauth Amir Dezfouli BDL 23 28 0 02 Sep 2016