Time-partitioning Gaussian Process Mixture Model

Guilherme Piantino, Hedibert F. Lopes

We propose the Time-partitioning Gaussian Process Mixture Model (TPGPMM), a Bayesian nonparametric framework for identifying persistent regimes and modelling nonstationary dependen…