Lu Zou

Representing Additive Gaussian Processes by Sparse Matrices

2023 · arXiv (Cornell University)

Among generalized additive models, additive Matérn Gaussian Processes (GPs) are one of the most popular for scalable high-dimensional problems. Thanks to their additive structure and stochastic differential equation representation, back-fitting-based algorithms can reduce the time …