Variational Gaussian Processes

Variational Gaussian Processes is a variational inference framework that approximates the posterior distribution in Gaussian process models by optimizing a tractable variational distribution over latent variables, thereby combining the flexibility of Gaussian processes with scalable Bayesian inference.

Publications

5.2K

Citations

245

Authors

114

Institutions

Publications per year

2017–2026

Parents

Gaussian Process ModelingVariational Inference

Publications

Elastic theory of pinned flux lattices

Thierry Giamarchi, Pierre Le Doussal · Physical Review Letters · 1994 · 470 citations · Full text

Natural Sciences, Physics, Condensed Matter Physics +13

Bayesian Gaussian Process Latent Variable Model

Michalis K. Titsias, Neil D. Lawrence · International Conference on Artificial Intelligence and Statistics · 2010 · 399 citations

Computing, Computer Science, Machine Learning +16

Scalable Variational Gaussian Process Classification

James Hensman, Alexander Matthews, Zoubin Ghahramani · arXiv (Cornell University) · 2014 · 348 citations · Full text

Computing, Computer Science, Machine Learning +13

GPflow: A Gaussian process library using TensorFlow

Alexander Matthews, Mark van der Wilk, Tom Nickson et al. · arXiv (Cornell University) · 2016 · 307 citations · Full text

Computing, Computer Engineering, Computer Science +17

The Variational Gaussian Approximation Revisited

Manfred Opper, Cédric Archambeau · Neural Computation · 2008 · 304 citations

Computing, Computer Science, Bayesian Data Analysis +16

1–5 of 88

Authors

245

JH
James Hensman
University of Sheffield, United Kingdom
6 publications · 866 citations
6
h-index
ND
Neil D. Lawrence
University of Sheffield, United Kingdom
5 publications · 613 citations
5
h-index
CE
Carl Edward Rasmussen
University of Cambridge, United Kingdom
5 publications · 317 citations
5
h-index
BB
Byron Boots
Georgia Institute of Technology, United States
4 publications · 107 citations
4
h-index
CC
Ching-An Cheng
Georgia Institute of Technology, United States
4 publications · 107 citations
4
h-index

1–5 of 245

Institutions

114

1–8 of 114

Venues

arXiv (Cornell University)
Repository · 18 publications · 1.3K citations
15
h-index
IEEE Transactions on Neural Networks and Learning Systems
3 publications · 53 citations
3
h-index
Neural Information Processing Systems
Conference · 3 publications · 93 citations
3
h-index
Engineering Structures
2 publications · 112 citations
2
h-index
Neural Computation
2 publications · 400 citations
2
h-index

1–5