Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization

Tal Pal Attia; Pedro F. Viana; Mona Nasseri; Mark P. Richardson; Benjamin H. Brinkmann

doi:10.1109/BIBM52615.2021.9669843

Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization

Tal Pal Attia, Pedro F. Viana, Mona Nasseri, Mark P. Richardson, Benjamin H. Brinkmann

Research output: Chapter or Contribution to Book › Literary contribution

Original language	English
Title of host publication	Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021
Editors	Yufei Huang, Lukasz Kurgan, Feng Luo, Xiaohua Tony Hu, Yidong Chen, Edward Dougherty, Andrzej Kloczkowski, Yaohang Li
Pages	3599-3602
Number of pages	4
ISBN (Electronic)	9781665401265
DOIs	https://doi.org/10.1109/BIBM52615.2021.9669843
State	Published - 2021
Externally published	Yes
Event	2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021 - Virtual, Online, United States Duration: Dec 9 2021 → Dec 12 2021

Publication series

Name	Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021

Conference

Conference	2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021
Country/Territory	United States
City	Virtual, Online
Period	12/9/21 → 12/12/21

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Science Applications
Biomedical Engineering
Health Informatics
Information Systems and Management

Keywords

Epilepsy
LSTM Neural Networks
Seizure Forecasting
subcutaneous EEG

Access to Document

10.1109/BIBM52615.2021.9669843

Cite this

Attia, T. P., Viana, P. F., Nasseri, M., Richardson, M. P., & Brinkmann, B. H. (2021). Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization. In Y. Huang, L. Kurgan, F. Luo, X. T. Hu, Y. Chen, E. Dougherty, A. Kloczkowski, & Y. Li (Eds.), Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021 (pp. 3599-3602). (Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021). https://doi.org/10.1109/BIBM52615.2021.9669843

Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization. / Attia, Tal Pal; Viana, Pedro F.; Nasseri, Mona et al.
Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021. ed. / Yufei Huang; Lukasz Kurgan; Feng Luo; Xiaohua Tony Hu; Yidong Chen; Edward Dougherty; Andrzej Kloczkowski; Yaohang Li. 2021. p. 3599-3602 (Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021).

Research output: Chapter or Contribution to Book › Literary contribution

Attia, TP, Viana, PF, Nasseri, M, Richardson, MP & Brinkmann, BH 2021, Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization. in Y Huang, L Kurgan, F Luo, XT Hu, Y Chen, E Dougherty, A Kloczkowski & Y Li (eds), Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021. Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021, pp. 3599-3602, 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021, Virtual, Online, United States, 12/9/21. https://doi.org/10.1109/BIBM52615.2021.9669843

Attia TP, Viana PF, Nasseri M, Richardson MP, Brinkmann BH. Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization. In Huang Y, Kurgan L, Luo F, Hu XT, Chen Y, Dougherty E, Kloczkowski A, Li Y, editors, Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021. 2021. p. 3599-3602. (Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021). doi: 10.1109/BIBM52615.2021.9669843

Attia, Tal Pal ; Viana, Pedro F. ; Nasseri, Mona et al. / Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks : Algorithm Development and Optimization. Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021. editor / Yufei Huang ; Lukasz Kurgan ; Feng Luo ; Xiaohua Tony Hu ; Yidong Chen ; Edward Dougherty ; Andrzej Kloczkowski ; Yaohang Li. 2021. pp. 3599-3602 (Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021).

@inproceedings{07fccef8316a4ea2bc028dde2211dab0,

title = "Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization",

keywords = "Epilepsy, LSTM Neural Networks, Seizure Forecasting, subcutaneous EEG",

author = "Attia, {Tal Pal} and Viana, {Pedro F.} and Mona Nasseri and Richardson, {Mark P.} and Brinkmann, {Benjamin H.}",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021 ; Conference date: 09-12-2021 Through 12-12-2021",

year = "2021",

doi = "10.1109/BIBM52615.2021.9669843",

language = "English",

series = "Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021",

pages = "3599--3602",

editor = "Yufei Huang and Lukasz Kurgan and Feng Luo and Hu, {Xiaohua Tony} and Yidong Chen and Edward Dougherty and Andrzej Kloczkowski and Yaohang Li",

booktitle = "Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021",

}

TY - GEN

T1 - Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks

T2 - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021

AU - Attia, Tal Pal

AU - Viana, Pedro F.

AU - Nasseri, Mona

AU - Richardson, Mark P.

AU - Brinkmann, Benjamin H.

PY - 2021

Y1 - 2021

KW - Epilepsy

KW - LSTM Neural Networks

KW - Seizure Forecasting

KW - subcutaneous EEG

UR - http://www.scopus.com/inward/record.url?scp=85125179191&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85125179191&partnerID=8YFLogxK

U2 - 10.1109/BIBM52615.2021.9669843

DO - 10.1109/BIBM52615.2021.9669843

M3 - Literary contribution

AN - SCOPUS:85125179191

T3 - Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021

SP - 3599

EP - 3602

BT - Proceedings - 2021 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2021

A2 - Huang, Yufei

A2 - Kurgan, Lukasz

A2 - Luo, Feng

A2 - Hu, Xiaohua Tony

A2 - Chen, Yidong

A2 - Dougherty, Edward

A2 - Kloczkowski, Andrzej

A2 - Li, Yaohang

Y2 - 9 December 2021 through 12 December 2021

ER -

Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this