Information Accessibility and Cryptic Processes
Abstract
We give a systematic expansion of the crypticity--a recently introduced measure of the inaccessibility of a stationary process's internal state information. This leads to a hierarchy of k-cryptic processes and allows us to identify finite-state processes that have infinite crypticity--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 excess entropy--the mutual information between a process's infinite past and infinite future--that is finite and exact for finite-order cryptic processes.
Keywords
Cite
@article{arxiv.0905.4787,
title = {Information Accessibility and Cryptic Processes},
author = {John R. Mahoney and Christopher J. Ellison and James P. Crutchfield},
journal= {arXiv preprint arXiv:0905.4787},
year = {2009}
}
Comments
10 pages, 6 figures; http://users.cse.ucdavis.edu/~cmg/compmech/pubs/iacp.htm