Optimal Causal Inference: Estimating Stored Information and Approximating Causal Architecture

Susanne Still, James P. Crutchfield, Christopher J. Ellison

We introduce an approach to inferring the causal architecture of stochastic dynamical systems that extends rate distortion theory to use causal shielding---a natural principle of l…