Multivariate analysis of dynamical processes with applications to the neurosciences

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 5931-5934

  Schelter, Bjorn ^a   Sommerlade, Linda ^a   Platt, Bettina ^b   Plano, Andrea ^b   Thiel, Marco ^a   Timmer, Jens ^a  

^a UNIVERSITY OF ABERDEEN   (United Kingdom)

^b UNIVERSITY OF FREIBURG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ANALYSIS TECHNIQUES; BIVARIATE; DYNAMICAL PROCESS; GRANGER CAUSALITY; MULTI VARIATE ANALYSIS; MULTIVARIATE DATA; NONSTATIONARY DATA; PARTIAL DIRECTED COHERENCE; STATIONARITY; TEMPORAL RESOLUTION; UNIVARIATE;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY;

MULTIVARIANT ANALYSIS;

ALGORITHM; ANIMAL; ARTICLE; BIOLOGICAL MODEL; BRAIN; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; HUMAN; METHODOLOGY; MOUSE; MULTIVARIATE ANALYSIS; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SLEEP; STATISTICAL MODEL;

ALGORITHMS; ANIMALS; BRAIN; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; HUMANS; MICE; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; MULTIVARIATE ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SLEEP;

EID: 84862290424     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091467     Document Type: Conference Paper

References (17)

1. M. Rubinov and O. Sporns, "Complex network measures of brain connectivity: Uses and interpretations.," Neuroimage, vol. 52, 2010, pp. 1059-1069.
2. R. Dahlhaus, "Graphical interaction models for multivariate time series," Metrika, vol. 51, 2000, pp. 157-172.
3. R. Dahlhaus and M. Eichler, "Causality and graphical models in time series analysis," in Highly Structured Stochastic Systems (P. Green, N. Hjort, and S. Richardson, eds.), vol. 27 of Oxford Statistical Science Series, pp. 115-137, Oxford University Press, 2003.
4. M. Eichler, "Granger-causality graphs for multivariate time series," Preprint, University of Heidelberg, 2000.
5. M. J. Kamínski, K. J. Blinowska, and W. Szelenberger, "Topographic analysis of coherence and propagation of EEG activity during sleep and wakefulness," Electroencephalogr. Clin. Neurophysiol., vol. 102, 1997, pp. 216-227.
6. C. J. W. Granger, "Investigating causal relations by econometric models and cross-spectral methods," Econometrics, vol. 37, 1969, pp. 424-438.
7. L. A. Baccala and K. Sameshima, "Partial directed coherence: A new concept in neural structure determination," Biological Cybernetics, vol. 84, 2001, pp. 463-474.
8. Z. Zhou, Y. Chen, M. Ding, P. Wright, Z. Lu, and Y. Liu, "Analyzing brain networks with PCA and conditional Granger causality," Hum Brain Mapp., vol. 30, 2009, pp. 2197-2206.
9. B. Schelter, J. Timmer, and M. Eichler, "Assessing the strength of directed influences among neural signals using renormalized partial directed coherence.," J Neurosci Methods, vol. 179, 2009, pp. 121-130.
10. B. Schelter, M. Winterhalder, and J. Timmer, Handbook of Time Series Analysis. Wiley, 2007.
11. A. C. Harvey, Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge University Press, 1994.
12. J. Honerkamp, Statistical Physics-An Advanced Approach with Applications. Springer-Verlag, 1999.
13. E. A. Wan and A. T. Nelson, "Dual extended kalman filter methods," in Kalman Filtering and Neural Networks (S. Haykin, ed.), ch. 5, pp. 123-174, John Wiley, New-York, 2001.
14. J. H. Gove and D. Y. Hollinger, "Application of a dual unscented Kalman filter for simultaneous state and parameter estimation in problems of surface-atmosphere exchange," Journal of Geophysical Research D. Atmospheres, vol. 111, 2006, pp. 424-438.
15. S. J. Julier and J. K. Uhlmann, "Unscented filtering and nonlinear estimation," Proceedings of the IEEE, vol. 92, 2004, pp. 401-402.
16. E. A. Wan and A. T. Nelson, "Neural dual extended Kalman filtering: Applications in speech enhancement and monaural blind signal separation," in IEEE Proceedings in Neural Networks for Signal Processing, 1997, pp. 466-475.
17. A. Jyoti, A. Plano, G. Riedel, and B. Platt, "EEG, activity, and sleep architecture in a transgenic AβPPswe/PSEN1A246E Alzheimer's disease mouse," J Alzheimers Dis, vol. 22, 2010, pp. 873-887.