Toward a theory of information processing

Date
2004-06-01
Journal Title
Journal ISSN
Volume Title
Publisher
Abstract

Information processing theory endeavors to quantify how well signals encode information and how well systems, by acting on signals, process information. We use information-theoretic distance measures, the Kullback-Leibler distance in particular, to quantify how well signals represent information. The ratio of distances calculated between two informationally different signals at a system's output and input quantifies the system's information processing properties. Using this approach, we derive the fundamental processing capabilities of simple system architectures that apply universally: the systems and the kinds of signals they process and produce don't affect our general results. Applications in array signal processing and in neural signal analysis illustrate how to apply the theory.

Description
Journal Paper
Advisor
Degree
Type
Journal article
Keywords
Information theory, information processing, Kullback-Leibler
Citation

S. Sinanovic and D. Johnson, "Toward a theory of information processing," Journal of the Franklin Institute, 2004.

Has part(s)
Forms part of
Rights
Link to license
Citable link to this page