Taole Sha

Online Student-$t$ Processes with an Overall-local Scale Structure for Modelling Non-stationary Data

Mixture-of-expert (MOE) models are popular methods in machine learning, since they can model heterogeneous behaviour across the space of the data using an ensemble collection of learners. These models are especially useful for modelling dynamic data as time-dependent data often exhibit non-stationar…