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ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION

Abstract: 

In the treatment of epilepsy with intracranial electroencephalogram(iEEG), the recognition accuracy is low, and it is
difficult to find the correlation between channels because of the large amount of channel numbers and time series data. In
order to solve these problems, we propose a novel EEG feature prepresentation method for seizure detection based on the
Log Mel-Filterbank energy feature. We propose to adapt the Mel-Filterbank energy to EEG features with logrithm transform
in the frequency domain. Meanwhile, we also propose the sequential forward channel selection(SFCS) algorithm to
incorporate channel correlation and balance the computing consumption. Experiments show that our proposed method
have significant contributions in channel selection and feature representation to the problem of EEG signal analysis. The
average results of experiments judged by the mean area under the ROC curve (AUC) of the probability reach 99.13%.

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Paper Details

Authors:
Danyang Wang, Yuchun Fang, Yifan Li
Submitted On:
16 February 2020 - 7:54pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Yifan Li
Document Year:
2020
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Document Files

Poster for ICASSP2020 Paper4161

(52)

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[1] Danyang Wang, Yuchun Fang, Yifan Li, "ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/4991. Accessed: Jul. 08, 2020.
@article{4991-20,
url = {http://sigport.org/4991},
author = {Danyang Wang; Yuchun Fang; Yifan Li },
publisher = {IEEE SigPort},
title = {ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION},
year = {2020} }
TY - EJOUR
T1 - ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION
AU - Danyang Wang; Yuchun Fang; Yifan Li
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/4991
ER -
Danyang Wang, Yuchun Fang, Yifan Li. (2020). ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION. IEEE SigPort. http://sigport.org/4991
Danyang Wang, Yuchun Fang, Yifan Li, 2020. ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION. Available at: http://sigport.org/4991.
Danyang Wang, Yuchun Fang, Yifan Li. (2020). "ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION." Web.
1. Danyang Wang, Yuchun Fang, Yifan Li. ENHANCE FEATURE REPRESENTATION OF ELECTROENCEPHALOGRAM FOR SEIZURE DETECTION [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/4991