Information-Based Calibration of Uncertainty Quantification in Product-of-Experts Gaussian Process Models

Yean Hoon Ong, Paolo Barucca, Wei Pan +1

Gaussian process (GP) regression with a single global GP (GP-glo) incurs cubic computational cost, limiting scalability to large datasets. Product-of-experts GP models (GP-pro), wh…