Exploring Predictive States via Cantor Embeddings and Wasserstein Distance

Samuel P. Loomis, James P. Crutchfield

Predictive states for stochastic processes are a nonparametric and interpretable construct with relevance across a multitude of modeling paradigms. Recent progress on the self-supe…