Correlated product of experts for sparse Gaussian process regression

M Schürch, D Azzimonti, A Benavoli, M Zaffalon - Machine Learning, 2023 - Springer
Gaussian processes (GPs) are an important tool in machine learning and statistics.
However, off-the-shelf GP inference procedures are limited to datasets with several …

Contributions to scalable gaussian processes

MP Schürch - 2022 - sonar.ch
This thesis provides novel contributions to scalable Gaussian processes (GPs), which
constitute an important tool in machine learning and statistics with applications ranging from …