How priors of initial hyperparameters affect Gaussian process regression models

Zexun Chen, Bo Wang

The hyperparameters in Gaussian process regression (GPR) model with a specified kernel are often estimated from the data via the maximum marginal likelihood. Due to the non-convexi…