Pu-Long Ma

A Residual Tree Gaussian Process Modeling Framework for High-Dimensional Data

With the advance of measurement technologies and increasing computing power, large spatial data with heterogeneous structures are often collected over high-dimensional domains. Existing Gaussian process (GP) models and computational strategies are often inadequate for analyzing such datasets in multi-dimensional domain...