Alexander Matthews

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

Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks

John Bradshaw, Alexander Matthews, Zoubin Ghahramani · arXiv (Cornell University) · 2017 · 123 citations · Full text

Computing, Computer Science, Artificial Intelligence +11

On Sparse Variational Methods and the Kullback-Leibler Divergence between Stochastic Processes

Alexander Matthews, James Hensman, Richard E. Turner et al. · Apollo (University of Cambridge) · 2016 · 105 citations · Full text

Computing, Data Science, Machine Learning +16

Gaussian Process Behaviour in Wide Deep Neural Networks

Alexander Matthews, Mark Rowland, Jiri Hron et al. · arXiv (Cornell University) · 2018 · 91 citations · Full text

Computing, Computer Science, Artificial Intelligence +15