Liu, Vincent X.

Nonstationary Multivariate Gaussian Processes for Electronic Health Records

2019 · arXiv (Cornell University)

We propose multivariate nonstationary Gaussian processes for jointly modeling multiple clinical variables, where the key parameters, length-scales, standard deviations and the correlations between the observed output, are all time dependent. We perform posterior inference via …