Athanasios Kottas

A Bayesian Nonparametric Markovian Model for Nonstationary Time Series

2016 · arXiv (Cornell University)

Stationary time series models built from parametric distributions are, in general, limited in scope due to the assumptions imposed on the residual distribution and autoregression relationship. We present a modeling approach for univariate time series …