Time-adaptive infinite-dimensional Gaussian process regression on manifolds
This work proposes a new method for Gaussian Process regression on curved spaces and manifolds, using an Empirical Bayes approach within an infinite-dimensional setting. It tackles computational difficulty by using spectral methods to reduce dimensions and time-varying spectra to estimate functional relationships over time.