On the Identifiability and Interpretability of Gaussian Process Models

Jiawen Chen, Wancen Mu, Yun Li +1

In this paper, we critically examine the prevalent practice of using additive mixtures of Matérn kernels in single-output Gaussian process (GP) models and explore the properties of…