Functional Autoregression for Sparsely Sampled Data

Daniel R. Kowal, David S. Matteson, David Ruppert

We develop a hierarchical Gaussian process model for forecasting and inference of functional time series data. Unlike existing methods, our approach is especially suited for sparse…