TESTING FOR NONLINEARITY USING REDUNDANCIES - QUANTITATIVE AND QUALITATIVE ASPECTS

Authors
Citation
M. Palus, TESTING FOR NONLINEARITY USING REDUNDANCIES - QUANTITATIVE AND QUALITATIVE ASPECTS, Physica. D, 80(1-2), 1995, pp. 186-205
Citations number
58
Categorie Soggetti
Mathematical Method, Physical Science",Physics,"Physycs, Mathematical
Journal title
ISSN journal
01672789
Volume
80
Issue
1-2
Year of publication
1995
Pages
186 - 205
Database
ISI
SICI code
0167-2789(1995)80:1-2<186:TFNUR->2.0.ZU;2-4
Abstract
A method for testing nonlinearity in time series is described based on information-theoretic functionals-redundancies, linear and nonlinear forms of which allow either qualitative, or, after incorporating the s urrogate data technique, quantitative evaluation of dynamical properti es of scrutinized data. An interplay of quantitative and qualitative t esting on both the linear and nonlinear levels is analyzed and robustn ess of this combined approach against spurious nonlinearity detection is demonstrated. Evaluation of redundancies and redundancy-based stati stics as functions of time lag and embedding dimension can further enh ance insight into dynamics of a system under study.