Generative sequence modeling for infinite memory processes via predictive states

Michael Wieck-Sosa, Cosma Rohilla Shalizi

We consider estimating the one-step-ahead conditional distribution of a multivariate stochastic process. Many existing approaches rely on assumptions such as finite-range memory, s…