INFORMATION THEORETIC TEST FOR NONLINEARITY IN TIME-SERIES

Citation
M. Palus et al., INFORMATION THEORETIC TEST FOR NONLINEARITY IN TIME-SERIES, Physics letters. A, 175(3-4), 1993, pp. 203-209
Citations number
27
Journal title
ISSN journal
03759601
Volume
175
Issue
3-4
Year of publication
1993
Pages
203 - 209
Database
ISI
SICI code
0375-9601(1993)175:3-4<203:ITTFNI>2.0.ZU;2-7
Abstract
A diagnostic test for identifying nonlinear dynamical relationships in time series, based on mutual information and redundancy, functionals introduced in information theory, is proposed. Its ability to distingu ish (noised) multiperiodic and random time series from time series gen erated by chaotic dynamical systems is demonstrated. The latter are ch aracterized by specific behaviour of marginal redundancies reflecting the increase of uncertainty in time due to positive information produc tion rate.