Time-frequency extraction of EEG spike events for seizure detection in neonate

Hamid Hassanpour; William Williams; Mostefa Mesbah; Boualem Boashash

doi:10.1109/ISSPA.2001.949823

Time-frequency extraction of EEG spike events for seizure detection in neonate

Hamid Hassanpour, William Williams, Mostefa Mesbah, Boualem Boashash

Electrical and Computer Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

12 Citations (Scopus)

Abstract

There are a number of approaches for analysing EEG signals in the time, frequency, and time-frequency domains. However due to the nonstationarity of the EEG signals, the time-frequency methods proved to be superior. This paper presents a new method for the detection of newborn EEG seizure activity in the time-frequency domain. The proposed approach utilises 30-second epochs of EEG signal and analyses one frequency slice of their time-frequency representations at about 75 Hz. Spiking activity in these high frequency slices are used to distinguish between seizure and nonseizure activities. Using histograms of intervals between successive spikes, we were able to show the dramatic difference between spikes originating from seizure and those from nonseizure. This finding led to this novel method of seizure detection in newborn babies.

Original language	English
Title of host publication	6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis
Publisher	IEEE Computer Society
Pages	246-249
Number of pages	4
Volume	1
ISBN (Print)	0780367030, 9780780367036
DOIs	https://doi.org/10.1109/ISSPA.2001.949823
Publication status	Published - 2001
Event	6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Kuala Lumpur, Malaysia Duration: Aug 13 2001 → Aug 16 2001

Other

Other	6th International Symposium on Signal Processing and Its Applications, ISSPA 2001
Country	Malaysia
City	Kuala Lumpur
Period	8/13/01 → 8/16/01

ASJC Scopus subject areas

Computer Science Applications
Signal Processing

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Hassanpour, H., Williams, W., Mesbah, M., & Boashash, B. (2001). Time-frequency extraction of EEG spike events for seizure detection in neonate. In 6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis (Vol. 1, pp. 246-249). [949823] IEEE Computer Society. https://doi.org/10.1109/ISSPA.2001.949823

Time-frequency extraction of EEG spike events for seizure detection in neonate. / Hassanpour, Hamid; Williams, William; Mesbah, Mostefa; Boashash, Boualem.

6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis. Vol. 1 IEEE Computer Society, 2001. p. 246-249 949823.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Hassanpour, H, Williams, W, Mesbah, M & Boashash, B 2001, Time-frequency extraction of EEG spike events for seizure detection in neonate. in 6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis. vol. 1, 949823, IEEE Computer Society, pp. 246-249, 6th International Symposium on Signal Processing and Its Applications, ISSPA 2001, Kuala Lumpur, Malaysia, 8/13/01. https://doi.org/10.1109/ISSPA.2001.949823

Hassanpour H, Williams W, Mesbah M, Boashash B. Time-frequency extraction of EEG spike events for seizure detection in neonate. In 6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis. Vol. 1. IEEE Computer Society. 2001. p. 246-249. 949823 https://doi.org/10.1109/ISSPA.2001.949823

Hassanpour, Hamid ; Williams, William ; Mesbah, Mostefa ; Boashash, Boualem. / Time-frequency extraction of EEG spike events for seizure detection in neonate. 6th International Symposium on Signal Processing and Its Applications, ISSPA 2001 - Proceedings; 6 Tutorials in Communications, Image Processing and Signal Analysis. Vol. 1 IEEE Computer Society, 2001. pp. 246-249

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Time-frequency extraction of EEG spike events for seizure detection in neonate

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