Distributed Gaussian Processes with Uncertain Inputs

PL Green - IEEE Access, 2024 - ieeexplore.ieee.org
Gaussian Process regression is a powerful non-parametric approach that facilitates
probabilistic uncertainty quantification in machine learning. Distributed Gaussian Process …

A Gaussian Process-based Streaming Algorithm for Prediction of Time Series With Regimes and Outliers

D Waxman, PM Djurić - 2024 27th International Conference on …, 2024 - ieeexplore.ieee.org
Online prediction of time series under regime switching is a widely studied problem in the
literature, with many celebrated approaches. Using the non-parametric flexibility of Gaussian …