When is multivariate kriging worthwhile? Design geometry, parameter sharing and response coupling under heterotopic sampling

Zexun Chen, Jun Fan, Kuo Wang

We investigate when multivariate kriging improves on separate prediction, using separable multi-output Gaussian processes as the principal theoretical benchmark. We introduce direc…