/phdthesis

Gaussian Processes and Statistical Decision-making in Non-Euclidean Spaces

Primary LanguageTeX

Gaussian Processes and Statistical Decision-making in Non-Euclidean Spaces

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This repository contains the LaTeX source for the PhD thesis currently being written by Alexander Terenin.

Overleaf

https://www.overleaf.com/read/cvccnfnrtfhx

Work in progress

This repository is an active work in progress being written by one person. As a result, chances are very high that I may force push or even run git filter-branch on the main branch, which will almost certainly break forks. This is particularly likely to occur if Overleaf font files are accidentally merged into this repository. Beware!

Publications in this thesis

Efficiently Sampling Functions from Gaussian Process Posteriors
James T. Wilson,* Viacheslav Borovitskiy,* Alexander Terenin,* Peter Mostowsky,* Marc Peter Deisenroth
ICML 2020
Pathwise Conditioning of Gaussian Processes
James T. Wilson,* Viacheslav Borovitskiy,* Alexander Terenin,* Peter Mostowsky,* Marc Peter Deisenroth
JMLR 2021
Matérn Gaussian Processes on Riemannian Manifolds
Viacheslav Borovitskiy,* Alexander Terenin,* Peter Mostowsky,* Marc Peter Deisenroth
NeurIPS 2020
Matérn Gaussian Processes on Graphs
Viacheslav Borovitskiy,* Iskander Azangulov,* Alexander Terenin,* Peter Mostowsky, Marc Peter Deisenroth, Nicolas Durrande
AISTATS 2021