Detection of direct causal effects and application to epileptic electroencephalogram analysis

International Journal of Bifurcation and Chaos

Volumn 22, Issue 9, 2012, Pages

  Papana, Angeliki ^a   Kugiumtzis, Dimitris ^a   Larsson, Pål G ^b  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

^b OSLO UNIVERSITY HOSPITAL   (Norway)

Author keywords

Direct coherence; Granger causality; Information flow; Time series; Transfer entropy

Indexed keywords

BIOELECTRIC PHENOMENA; ENTROPY; LINEAR SYSTEMS; STOCHASTIC SYSTEMS; TIME SERIES;

DETERMINISTIC SYSTEMS; DIRECT COHERENCES; ELECTROENCEPHALOGRAM ANALYSIS; GRANGER CAUSALITY; INFORMATION FLOWS; LINEAR STOCHASTIC SYSTEM; PARTIAL DIRECTED COHERENCES (PDC); TRANSFER ENTROPY;

ELECTROENCEPHALOGRAPHY;

EID: 84867527845     PISSN: 02181274     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0218127412502227     Document Type: Article

References (15)

1. Andrzejak, R. G., Chicharro, D., Lehnertz, K. & Mormann, F. [2011] "Using bivariate signal analysis to characterize the epileptic focus: The benefit of surrogates," Phys. Rev. E 83, 046203.
2. Baccala, L. & Sameshima, K. [2001] "Partial directed coherence: A new concept in neural structure determination," Biol. Cybern. 84, 463-474.
3. Blinowska, K. J., Ku, R. & Kamiski, M. [2004] "Granger causality and information flow in multivariate processes," Phys. Rev. E 70, 050902.
4. Chen, Y., Bresslerb, S. L. & Dinga, M. [2006] "Frequency decomposition of conditional Granger causality and application to multivariate neural field potential data," J. Neurosci. Meth. 150, 228-237.
5. Gourevitch, B., Bouquin-Jeannes, R. & Faucon, G. [2006] "Linear and nonlinear causality between signals: Methods, examples and neurophysiological applications," Biol. Cybern. 95, 349-369.
6. Guo, S., Seth, A. K., Kendrick, K., Zhou, C. & Feng, J. [2008] "Partial Granger causality - Eliminating exogenous inputs and latent variables," J. Neurosci. Meth. 172, 79-93.
7. Kraskov, A., Stögbauer, H. & Grassberger, P. [2004] "Estimating mutual information," Phys. Rev. E 69, 066138.
8. Papana, A. & Kugiumtzis, D. [2008] "Detection of directionality of information transfer in nonlinear dynamical systems," Topics on Chaotic Systems, Selected Papers from CHAOS 2008 Int. Conf., 3-6 June, Chania (World Scientific, Singapore), pp. 251-264.
9. Papana, A. & Kugiumtzis, D. [2009] "Evaluation of mutual information estimators for time series," Int. J. Bifurcation and Chaos 19, 4197-4215.
10. Schelter, B., Winterhalder, M., Eichler, M., Peifer, M., Hellwig, B., Guschlbauer, B., Lucking, C. H., Dahlhaus, R. & Timmer, J. [2006a] "Testing for directed influences among neural signals using partial directed coherence," J. Neurosci. Meth. 152, 210-219.
11. Schelter, B., Winterhalder, M. & Timmer, J. [2006b] Handbook of Time Series Analysis: Recent Theoretical Developments and Applications (Wiley-VCH, Berlin).
12. Schreiber, T. [2000] "Measuring information transfer," Phys. Rev. Lett. 85, 461-464.
13. Takahashi, D. Y., Baccala, L. A. & Sameshima, K. [2007] "Connectivity inference between neural structures via partial directed coherence," J. Appl. Stat. 34, 1259- 1273.
14. Vakorin, V. A., Krakovska, O. A. & McIntosh, A. R. [2009] "Confounding effects of indirect connections on causality estimation," J. Neurosci. Meth. 184, 152- 160.
15. Vlachos, I. & Kugiumtzis, D. [2010] "Non-uniform state space reconstruction and coupling detection," Phys. Rev. E 82, 016207.