Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms
In this paper we compare two methods, based on the Gabor and wavelet transforms, to quantify and visualize the time evolution of frequency contents of electroencephalogram (EEG) time series. We found an optimal correlation between EEG visual inspection and the proposed methods in the characterizatio...
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1996
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paper:paper_1063651X_v54_n6_p6661_Blanco2023-06-08T16:03:38Z Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms Blanco, Susana Alicia Ana D'Attellis, Carlos Enrique In this paper we compare two methods, based on the Gabor and wavelet transforms, to quantify and visualize the time evolution of frequency contents of electroencephalogram (EEG) time series. We found an optimal correlation between EEG visual inspection and the proposed methods in the characterization of the frequency and energy content of characteristic activity during an epileptic seizure. The quasimonofrequency behavior observed in the epileptic EEG series, in a previous work using a Gabor analysis [J. Inst. Electr. Eng. 93, 429 (1946)], is confirmed with the analysis using a wavelet. Moreover, the method based on the wavelet transform allows us to build a detector of epileptic events. Both methods are exemplified with EEG series obtained with depth electrodes in refractory epileptic patients. © 1996 The American Physical Society. Fil:Blanco, S. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:D'Attellis, C.E. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. 1996 https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_1063651X_v54_n6_p6661_Blanco http://hdl.handle.net/20.500.12110/paper_1063651X_v54_n6_p6661_Blanco |
institution |
Universidad de Buenos Aires |
institution_str |
I-28 |
repository_str |
R-134 |
collection |
Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA) |
description |
In this paper we compare two methods, based on the Gabor and wavelet transforms, to quantify and visualize the time evolution of frequency contents of electroencephalogram (EEG) time series. We found an optimal correlation between EEG visual inspection and the proposed methods in the characterization of the frequency and energy content of characteristic activity during an epileptic seizure. The quasimonofrequency behavior observed in the epileptic EEG series, in a previous work using a Gabor analysis [J. Inst. Electr. Eng. 93, 429 (1946)], is confirmed with the analysis using a wavelet. Moreover, the method based on the wavelet transform allows us to build a detector of epileptic events. Both methods are exemplified with EEG series obtained with depth electrodes in refractory epileptic patients. © 1996 The American Physical Society. |
author |
Blanco, Susana Alicia Ana D'Attellis, Carlos Enrique |
spellingShingle |
Blanco, Susana Alicia Ana D'Attellis, Carlos Enrique Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
author_facet |
Blanco, Susana Alicia Ana D'Attellis, Carlos Enrique |
author_sort |
Blanco, Susana Alicia Ana |
title |
Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
title_short |
Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
title_full |
Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
title_fullStr |
Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
title_full_unstemmed |
Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
title_sort |
time-frequency analysis of electroencephalogram series. ii. gabor and wavelet transforms |
publishDate |
1996 |
url |
https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_1063651X_v54_n6_p6661_Blanco http://hdl.handle.net/20.500.12110/paper_1063651X_v54_n6_p6661_Blanco |
work_keys_str_mv |
AT blancosusanaaliciaana timefrequencyanalysisofelectroencephalogramseriesiigaborandwavelettransforms AT dattelliscarlosenrique timefrequencyanalysisofelectroencephalogramseriesiigaborandwavelettransforms |
_version_ |
1768541948185935872 |