Validation of ‘Somnivore’, a Machine Learning Algorithm for Automated Scoring and Analysis of Polyso...
Validation of ‘Somnivore’, a Machine Learning Algorithm for Automated Scoring and Analysis of Polysomnography Data
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Full title
Author / Creator
Allocca, Giancarlo , Ma, Sherie , Martelli, Davide , Cerri, Matteo , Del Vecchio, Flavia , Bastianini, Stefano , Zoccoli, Giovanna , Amici, Roberto , Morairty, Stephen R. , Aulsebrook, Anne E. , Blackburn, Shaun , Lesku, John A. , Rattenborg, Niels C. , Vyssotski, Alexei L. , Wams, Emma , Porcheret, Kate , Wulff, Katharina , Foster, Russell , Chan, Julia K. M. , Nicholas, Christian L. , Freestone, Dean R. , Johnston, Leigh A. and Gundlach, Andrew L.
Publisher
Switzerland: Frontiers Research Foundation
Journal title
Language
English
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Publication information
Publisher
Switzerland: Frontiers Research Foundation
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More information
Scope and Contents
Contents
Manual scoring of polysomnography data is labor-intensive and time-consuming, and most existing software does not account for subjective differences and user variability. Therefore, we evaluated a supervised machine learning algorithm, Somnivore
, for automated wake-sleep stage classification. We designed an algorithm that extracts features from...
Alternative Titles
Full title
Validation of ‘Somnivore’, a Machine Learning Algorithm for Automated Scoring and Analysis of Polysomnography Data
Authors, Artists and Contributors
Author / Creator
Ma, Sherie
Martelli, Davide
Cerri, Matteo
Del Vecchio, Flavia
Bastianini, Stefano
Zoccoli, Giovanna
Amici, Roberto
Morairty, Stephen R.
Aulsebrook, Anne E.
Blackburn, Shaun
Lesku, John A.
Rattenborg, Niels C.
Vyssotski, Alexei L.
Wams, Emma
Porcheret, Kate
Wulff, Katharina
Foster, Russell
Chan, Julia K. M.
Nicholas, Christian L.
Freestone, Dean R.
Johnston, Leigh A.
Gundlach, Andrew L.
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_491e5d664c6d41a08666b4f5d2c273e7
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_491e5d664c6d41a08666b4f5d2c273e7
Other Identifiers
ISSN
1662-453X,1662-4548
E-ISSN
1662-453X
DOI
10.3389/fnins.2019.00207
