Directed epileptic network from scalp and intracranial EEG of epileptic patients

Machine Learning for Signal Processing XIX - Proceedings of the 2009 IEEE Signal Processing Society Workshop, MLSP 2009

Volumn , Issue , 2009, Pages

  Amini, L ^a,b   Jutten, C ^a   Achord, S ^a   David, O ^c   Soltanian Zadeh, H ^b,d   Hossein Zadeh, G A ^b   Kahane, P ^c   Minotti, L ^c   Yercueil, L ^c  

^a GIPSA LAB   (France)

^b UNIVERSITY OF TEHRAN   (Iran)

^c GRENOBLE UNIVERSITY HOSPITAL   (France)

^d HENRY FORD HEALTH SYSTEM   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLINICAL DIAGNOSIS; CONNECTIVITY GRAPH; CORRELATION COEFFICIENT; EEG SIGNALS; EPILEPTIC PATIENTS; PARTIAL EPILEPSY; TOPOLOGICAL PROPERTIES;

ELECTROENCEPHALOGRAPHY; LEARNING SYSTEMS; TECHNICAL PRESENTATIONS; TOPOLOGY;

SIGNAL PROCESSING;

EID: 77950942166     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2009.5306245     Document Type: Conference Paper

References (21)

1. J. S. Ebersole and S. Hawes-Ebersole, "Clinical Application of Dipole Models in the Localization of Epileptiform Activity," J Clin Neurophysiol, vol. 24, no. 2, pp. 120-129, Apr 2007.
2. P. J. Uhlhaas and W. Singer, "Neural Synchrony in Brain Disorders: Relevance for Cognitive Dysfunctions and Pathophysiology," Neuron, vol. 52, no. 1, pp. 155-168, Oct 2006.
3. Y. Zhang, W. van Drongelen, M. Kohrman, and B. He, "Three- dimensional Brain Current Source Reconstruction From Intra-cranial ECoG Recordings," Neuroimage, vol. 42, no. 2, pp. 683-695, 2008.
4. D. Zumsteg, A. Friedman, H. G. Wieser, and R. A. Wennberg, "Source Localization of Interictal Epileptiform Discharges: Comparison of Three Different Techniques to Improve Signal to Noise Ratio," Clin Neurophysiol, vol. 117, no. 3, pp. 562-571, Mar 2006.
5. F. Wendling, F. Bartolomei, and L. Senhadji, "Spatial Analysis of Intracerebral Electroencephalographic Signals in the Time and Frequency Domain: Identification of Epileptogenic Networks in Partial Epilepsy," Philos. Trans. R. Soc. A-Math. Phys. Eng. Sci., vol. 367, pp. 297-316,2009.
6. O. David, A. Wozniak, L. Minotti, and P. Kahane, "Preictal Short-term Plasticity Induced by Intracerebral 1Hz Stimulation," NeuroImage, vol. 39, no. 4, pp. 1633 - 1646, 2008.
7. B. Whitcher, P. Guttorp, and D. Percival, "Wavelet Analysis of Covariance with Application to Atmospheric Time Series," J. Geophys. Res. - Atmospheres, vol. 105, pp. 14941-14962, 2000.
8. F. Wendling, F. Bartolomei, J. J. Bellanger, J. Bourien, and P. Chauvel, "Epileptic Fast Intracerebral EEG Activity: Evidence for Spatial Decorrelation at Seizure Onset," Brain, vol. 126, no. Pt 6, pp. 1449-1459, Jun 2003.
9. K. Ansari-Asl, J. J. Bellanger, F. Bartolomei, F. Wendling, and L. Senhadji, "Time-Frequency Characterization of Interdependencies in Nonstationary Signals: Application to Epileptic EEG," TBME, vol.52, pp. 1218-1226, 2005. (Pubitemid 40961372)
10. D.B. Percival and A.T. Walden, "Wavelet Methods for Time Series Analysis," Cambridge, UK: Cambridge UP, 2000.
11. L. Amini, S. Achard, C. Jutten, H. Soltanian-Zadeh, G. A. Hossein-Zadeh, O. David, and L. Vercueil, "Sparse Differential Connectivity Graph of Scalp EEG for Epileptic Patients," in ESANN2009, Bruges, Belgium, April 2009.
12. L. Amini, C. Jutten S. Achard, G.A. Hossein-Zadeh, and H. Soltanian-Zadeh, "Connectivity Analysis of EEG Recordings for Epileptic Patients," in ICON X, Bodrum, Turkey, Sep. 1-5, 2008.
13. P. Kahane, L. Minotti, D. Hoffmann, J. Lachaux, and P. Ryvlin, "Invasive EEG in the Definition of the Seizure Onset Zone: Depth Electrodes," Handbook of Clin. Neurophysiol. Pre-surgical assessment of the epilepsies with clinical neurophysiology and functional neuroimaging (Rosenow, F. and Liiders, H.O., eds.): Elsevier Science, 2004.
14. V. Jurcak, D. Tsuzuki, and I. Dan, "10/20, 10/10, and 10/5 Systems Revisited: Their Validity as Relative Head-Surface-Based Positioning Systems," Neuroimage, vol. 34, no. 4, pp. 1600-1611, Feb 2007.
15. P. L. Nunez and R. Srinivasan, "Electric Fields of the Brain: The Neurophysics of EEG", Oxford University Press, Inc., 2006.
16. M. Unser S. Sato S. J. Schiff, A. Aldroubi, "Fast Wavelet Transformation of EEG," Electroencephalogr Clin Neurophysiol., vol. 91, pp. 442-455, 1994.
17. M. J. van der Laan, S. Dudoit, and K. S. Pollard, "Multiple Testing. Part II. Step-Down Procedures for Control of the Family-Wise Error Rate," Stat. Appl. Genet. Mol. Biol., vol. 3, 2004.
18. K. S. Pollard, M. D. Birkner, M. J. van der Laan, and S. Dudoit, "Test Statistics Null Distributions in Multiple Testing: Simulation Studies and Applications to Genomics," Journal de la Société Française de Statistique., vol. 146, pp. 77-115, 2005.
19. D. J. Watts and S. H. Strogatz, "Collective Dynamics of Small-world Networks," Nature, vol. 393, pp. 440-442, 1998.
20. S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, and D. U. Hwang, "Complex Networks: Structure and Dynamics," Physics Reports, vol. 424, no. 4-5, pp. 175-308, 2006.
21. S. J. Schiff, P. So, T. Chang, R. E. Burke, and T. Sauer, "Detecting Dynamical Interdependence and Generalized Synchrony Through Mutual Prediction in a Neural Ensemble.," Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics, vol. 54, no. 6, pp. 6708-6724, Dec 1996.