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James P. Crutchfield and
Christopher J. Ellison |
ABSTRACT: We show how the shared information between the past and future—the excess entropy—derives from the components of directional information stored in the present—the predictive and retrodictive causal states. A detailed proof allows us to highlight a number of the subtle problems in estimation and analysis that impede accurate calculation of the excess entropy.