Estimation and selection for high-order Markov chains with Bayesian mixture transition distribution models

Matthew Heiner, Athanasios Kottas

We develop two models for Bayesian estimation and selection in high-order, discrete-state Markov chains. Both are based on the mixture transition distribution, which constructs a t…