A robust method for detecting interdependences: application to intracranially recorded EEG

Citation
J. Arnhold et al., A robust method for detecting interdependences: application to intracranially recorded EEG, PHYSICA D, 134(4), 1999, pp. 419-430
Citations number
26
Categorie Soggetti
Physics
Journal title
PHYSICA D
ISSN journal
01672789 → ACNP
Volume
134
Issue
4
Year of publication
1999
Pages
419 - 430
Database
ISI
SICI code
0167-2789(199912)134:4<419:ARMFDI>2.0.ZU;2-4
Abstract
We present a measure for characterizing statistical relationships between t wo time sequences. In contrast to commonly used measures like cross-correla tions. coherence and mutual information, the proposed measure is non-symmet ric and provides information about the direction of interdependence. It is closely related to recent attempts to detect generalized synchronization. H owever, we do not assume a strict functional relationship between the two t ime sequences and try to define the measure so as to be robust against nois e, and to detect also weak interdependences. We apply our measure to intrac ranially recorded electroencephalograms of patients suffering from severe e pilepsies. (C) 1999 Elsevier Science B.V. All rights reserved.