Information Accessibility and Cryptic Processes
ORAL
Abstract
We give a systematic expansion of the \emph{crypticity}--a recently introduced measure of the inaccessibility of a stationary process's internal state information. This leads to a hierarchy of \emph{k-cryptic} processes and allows us to identify finite-state processes that have infinite cryptic order--the internal state information is present across arbitrarily long, observed sequences. The crypticity expansion is exact in both the finite- and infinite-order cases. It turns out that k-crypticity is complementary to the Markovian finite-order property that describes state information in processes. One application of these results is an efficient expansion of the \emph{excess entropy}--the mutual information between a process's infinite past and infinite future--that is finite and exact for finite-order cryptic processes.
–
Authors
-
John R. Mahoney
Physics Department, University of California, Davis, Complexity Sciences Center, Physics Department, UC Davis
-
Christopher J. Ellison
Physics Department, University of California, Davis, Complexity Sciences Center, Physics Department, UC Davis
-
James Crutchfield
Physics Department, University of California, Davis