Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning

Mona Nasseri; Tal Pal Attia; Boney Joseph; Nicholas M. Gregg; Ewan S. Nurse; Pedro F. Viana; Andreas Schulze-Bonhage; Matthias Dümpelmann; Gregory Worrell; Dean R. Freestone; Mark P. Richardson; Benjamin H. Brinkmann

doi:10.1088/1741-2552/abef8a

Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning

Mona Nasseri, Tal Pal Attia, Boney Joseph, Nicholas M. Gregg, Ewan S. Nurse, Pedro F. Viana, Andreas Schulze-Bonhage, Matthias Dümpelmann, Gregory Worrell, Dean R. Freestone, Mark P. Richardson, Benjamin H. Brinkmann

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	056017
Journal	Journal of Neural Engineering
Volume	18
Issue number	5
DOIs	https://doi.org/10.1088/1741-2552/abef8a
State	Published - Oct 2021
Externally published	Yes

ASJC Scopus Subject Areas

Biomedical Engineering
Cellular and Molecular Neuroscience

Keywords

epilepsy
machine learning
seizure detection
wearable devices

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10.1088/1741-2552/abef8a

Cite this

Nasseri, M., Pal Attia, T., Joseph, B., Gregg, N. M., Nurse, E. S., Viana, P. F., Schulze-Bonhage, A., Dümpelmann, M., Worrell, G., Freestone, D. R., Richardson, M. P., & Brinkmann, B. H. (2021). Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning. Journal of Neural Engineering, 18(5), Article 056017. https://doi.org/10.1088/1741-2552/abef8a

@article{2764792fce9e4d30a14bd645515ff836,

title = "Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning",

keywords = "epilepsy, machine learning, seizure detection, wearable devices",

author = "Mona Nasseri and \{Pal Attia\}, Tal and Boney Joseph and Gregg, \{Nicholas M.\} and Nurse, \{Ewan S.\} and Viana, \{Pedro F.\} and Andreas Schulze-Bonhage and Matthias D{\"u}mpelmann and Gregory Worrell and Freestone, \{Dean R.\} and Richardson, \{Mark P.\} and Brinkmann, \{Benjamin H.\}",

note = "Publisher Copyright: {\textcopyright} 2021 IOP Publishing Ltd.",

year = "2021",

month = oct,

doi = "10.1088/1741-2552/abef8a",

language = "English",

volume = "18",

journal = "Journal of Neural Engineering",

issn = "1741-2560",

number = "5",

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TY - JOUR

T1 - Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning

AU - Nasseri, Mona

AU - Pal Attia, Tal

AU - Joseph, Boney

AU - Gregg, Nicholas M.

AU - Nurse, Ewan S.

AU - Viana, Pedro F.

AU - Schulze-Bonhage, Andreas

AU - Dümpelmann, Matthias

AU - Worrell, Gregory

AU - Freestone, Dean R.

AU - Richardson, Mark P.

AU - Brinkmann, Benjamin H.

PY - 2021/10

Y1 - 2021/10

KW - epilepsy

KW - machine learning

KW - seizure detection

KW - wearable devices

UR - https://www.scopus.com/pages/publications/85104276576

UR - https://www.scopus.com/inward/citedby.url?scp=85104276576&partnerID=8YFLogxK

U2 - 10.1088/1741-2552/abef8a

DO - 10.1088/1741-2552/abef8a

M3 - Article

C2 - 33730713

AN - SCOPUS:85104276576

SN - 1741-2560

VL - 18

JO - Journal of Neural Engineering

JF - Journal of Neural Engineering

IS - 5

M1 - 056017

ER -

Non-invasive wearable seizure detection using long-short-term memory networks with transfer learning

ASJC Scopus Subject Areas

Keywords

Access to Document

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