Alexander Matthews

Scalable Variational Gaussian Process Classification

James Hensman, Alexander Matthews, Zoubin Ghahramani · arXiv (Cornell University) · 2014 · 345 citations · Full text

Engineering, Machine Learning, Data Science +14

GPflow: A Gaussian process library using TensorFlow

Alexander Matthews, Mark van der Wilk, Tom Nickson et al. · arXiv (Cornell University) · 2016 · 305 citations · Full text

Gpu Architecture, Engineering, Machine Learning +15

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

John Bradshaw, Alexander Matthews, Zoubin Ghahramani · arXiv (Cornell University) · 2017 · 122 citations · Full text

Artificial Intelligence, Geometric Learning, Engineering +19

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 · 104 citations · Full text

Engineering, Machine Learning, Variational Analysis +18

Gaussian Process Behaviour in Wide Deep Neural Networks

Alexander Matthews, Mark Rowland, Jiri Hron et al. · arXiv (Cornell University) · 2018 · 90 citations · Full text

Artificial Intelligence, Gaussian Process Behaviour, Neural Scaling Law +11