Indrajit Ghosh

Finite-Rank Logistic Gaussian Processes with Exact Likelihood for Conditional Density Estimation

Conditional density estimation describes how the entire distribution of a response changes with covariates, and in imaging studies also with location. Logistic Gaussian processes (LGP) give a flexible prior for such densities. However, the normalizing constant of an LGP has no closed form, so existing methods approxima...