Jeremiah Zhe Liu

Gaussian Process Regression and Classification under Mathematical Constraints with Learning Guarantees

2019 · arXiv (Cornell University)

We introduce constrained Gaussian process (CGP), a Gaussian process model for random functions that allows easy placement of mathematical constrains (e.g., non-negativity, monotonicity, etc) on its sample functions. CGP comes with closed-form probability density function …