Abstract
This paper is aimed at understanding epileptic patient disorders through the analysis of surface electroencephalograms (EEG). It deals with the detection of spikes or spike-waves based on a nonorthogonal wavelet transform. A multilevel structure is described that locates the temporal segments where abnormal events occur. These events are then visually interpreted by means of a 3D mapping technique. This 3D display makes use of a ray tracing scheme and combines both the functional (the EEG but also its wavelet representation) and the morphological data (acquired from computed tomography [CT] or magnetic resonance imaging [MRI] devices). The results show that a significant reduction of the clinical workload is obtained while the most important episodes are better reviewed and analyzed.
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References
Arques, P. Y.Décisions en Traitement du Signal. Masson: Collection CNET/ENST, 1979.
Coatrieux, J. L., and C. Barillot. A survey of 3D display techniques to render medical data. In:Adv. Res. Works on 3-D Imaging in Medicine, NATO ASI, vol. F60, Berlin: Springer-Verlag, 1990, pp. 175–195.
Coatrieux, J. L., C. Toumoulin, C. Hamon, and L. M. Luo. Future trends in 3D medical imaging.IEEE Eng. Med. Biol. Mag. December 1990:33–39.
Daubechies, I. Orthonormal bases of compactly supported wavelets.Commun. Pure Appl. Math. 41:909–996, 1988.
Dillenseger, J. L. Imagerie tridimensionnelle morphologique et fonctionnelle en multimodalité. University of François Rabelais de Touts, Doctoral Thesis, December 1992.
Dillenseger, J. L., J. L. Coatrieux. Functional and Morphological Data Fusion in Electroencephalography. Proc. 14th (IEEE-EMBS Conf., Paris, Nov. 1992, pp. 2022–2023.
Dillenseger, J. L., C. Hamitouche, and J. L. Coatrieux. An integrated multi-purpose ray tracing framework for the visualization of medical images. Proc. 13th IEEE-EMBS Conf. Orlando, November 1991, pp. 1125–1126.
Dillenseger, J. L., C. Rocha, and J. L. Coatrieux. “X-image 3D”: an evolutionary software system for interactive visualization and analysis of multidimensional biomedical data. 12th International Congress on Medical Informatics (MIE-94), Lisbon, May 1994.
Dingle, A. A., R. D. Jones, G. J. Carroll, and W. R. Fright. A multistage system to detect epileptiform activity in the EEG.IEEE Trans. BME. 40:1260–1268, 1993.
Glove, R. J., N. Raghavam, P. Y. Ktonas, and J. D. Frost. Context-based automated detection of epileptogene sharp transient in the EEG: elimination of false positives.IEEE Trans. BME. 36:519–527, 1989.
Gotman, J. Computer analysis of the EEG in epilepsy. In:Handbook of Electroencephalography and Clinical Neurophysiology (revised series), vol. 2,Clinical Applications of Computer analysis of EEG and Other Neurophysiological Signals, edited by F. H. Lopes da Silva, W. Storm van Leeuwen, and A. Rémond. Amsterdam: Elsevier, 1985, pp. 171–204.
Gotman, J., and L. Y. Wang. State-dependent spike detection: concepts and preliminary results.Electroenceph. Clin. Neurophysiol. 79:11–19, 1991.
Grossman, A., and J. Morlet. Decomposition of Hardy functions into square integrable wavelets of constant shape.SIAM J. Math. Anal. 15:723–736, 1984.
Jasper, H. H. Report of the committee on methods of clinical examinations in electroencephalography.Electroenceph. Clin. Neurophys. 10:370–375, 1958.
Mallat, S. G. A theory of multiresolution signal decomposition: the wavelet representation.IEEE Trans. PAMI. 11:674–693, 1989.
Nielson, G. M., T. A. Foley, B. Hamann, and D. Lane. Visualizing and modeling scattered multivariate data.IEEE Comp. Graph. Appl. 11:47–55, 1991.
Perrin, F., J. Pernier, O. Bertrand, and J. F. Echallier. Spherical splines for scalp potential and current density mapping.Electroenceph. Clin. Neurophys. 72:184–187, 1989.
Senhadji, L. Approche multirésolution pour l'analyse des signaux non stationnaires. University of Rennes I, Doctoral Thesis, February 1993.
Senhadji, L., G. Carrault, and J. J. Bellanger. Détection et cartographie multiéchelles. In:Progress in Wavelet Analysis and Applications, edited by Y. Meyer and S. Roques. Frontiers, 1993, pp. 609–614.
Siregar, P. Imagerie fonctionelle électrique du cerveau et modèles de connaissance quantitatifs et qualitatifs. Propositions pour une approche intégrée. University of Rennes I, Doctoral Thesis, March 1992.
Ventsel, H.Théorie des Probabilitiés. Moscou: MIR (Ed), 1973.
Weiss, L. G. Wavelets and wideband correlation processing.IEEE Sig. Proc. Mag. 11:13–32, 1994.
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An erratum to this article is available at http://dx.doi.org/10.1007/BF02584484.
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Senhadji, L., Dillenseger, J.L., Wendling, F. et al. Wavelet analysis of EEG for three-dimensional mapping of epileptic events. Ann Biomed Eng 23, 543–552 (1995). https://doi.org/10.1007/BF02584454
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DOI: https://doi.org/10.1007/BF02584454