Automated sleep stage classification in sleep apnoea using convolutional neural networks

G. Naveen Sundar; D. Narmadha; A. Amir Anton Jone; K. Martin Sagayam; Hien Dang; Marc Pomplun

doi:10.1016/j.imu.2021.100724

Automated sleep stage classification in sleep apnoea using convolutional neural networks

G. Naveen Sundar
, D. Narmadha
, A. Amir Anton Jone
, K. Martin Sagayam
, Hien Dang
, Marc Pomplun

Computer Science

Karunya University
Thuyloi University
University of Massachusetts Boston

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

Original language	English
Article number	100724
Journal	Informatics in Medicine Unlocked
Volume	26
DOIs	https://doi.org/10.1016/j.imu.2021.100724
State	Published - Jan 2021

ASJC Scopus Subject Areas

Health Informatics

Keywords

Convolutional neural networks
Electroencephalogram
Electromyogram analysis
Electrooculogram
Polysomnography
Sleep stage classification

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10.1016/j.imu.2021.100724

Cite this

@article{1b9dc5ce74ba40c48568ac701b8936f0,

title = "Automated sleep stage classification in sleep apnoea using convolutional neural networks",

keywords = "Convolutional neural networks, Electroencephalogram, Electromyogram analysis, Electrooculogram, Polysomnography, Sleep stage classification",

author = "Sundar, \{G. Naveen\} and D. Narmadha and \{Anton Jone\}, \{A. Amir\} and Sagayam, \{K. Martin\} and Hien Dang and Marc Pomplun",

note = "Publisher Copyright: {\textcopyright} 2021 The Authors",

year = "2021",

month = jan,

doi = "10.1016/j.imu.2021.100724",

language = "English",

volume = "26",

journal = "Informatics in Medicine Unlocked",

issn = "2352-9148",

publisher = "Elsevier Ltd",

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TY - JOUR

T1 - Automated sleep stage classification in sleep apnoea using convolutional neural networks

AU - Sundar, G. Naveen

AU - Narmadha, D.

AU - Anton Jone, A. Amir

AU - Sagayam, K. Martin

AU - Dang, Hien

AU - Pomplun, Marc

PY - 2021/1

Y1 - 2021/1

KW - Convolutional neural networks

KW - Electroencephalogram

KW - Electromyogram analysis

KW - Electrooculogram

KW - Polysomnography

KW - Sleep stage classification

UR - https://www.scopus.com/pages/publications/85117967926

UR - https://www.scopus.com/pages/publications/85117967926#tab=citedBy

U2 - 10.1016/j.imu.2021.100724

DO - 10.1016/j.imu.2021.100724

M3 - Article

AN - SCOPUS:85117967926

SN - 2352-9148

VL - 26

JO - Informatics in Medicine Unlocked

JF - Informatics in Medicine Unlocked

M1 - 100724

ER -

Automated sleep stage classification in sleep apnoea using convolutional neural networks

ASJC Scopus Subject Areas

Keywords

Access to Document

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