Gaussian Process Regression and Classification under Mathematical Constraints with Learning Guarantees

Jeremiah Zhe Liu

We introduce constrained Gaussian process (CGP), a Gaussian process model for random functions that allows easy placement of mathematical constrains (e.g., non-negativity, monotoni…