Validation of 'Somnivore', a Machine Learning Algorithm for Automated Scoring and Analysis of Polysomnography Data.

machine learning algorithms polysomnography signal processing algorithms sleep stage classification wake–sleep stage scoring

Journal

Frontiers in neuroscience
ISSN: 1662-4548
Titre abrégé: Front Neurosci
Pays: Switzerland
ID NLM: 101478481

Informations de publication

Date de publication:
2019
Historique:
received: 04 12 2018
accepted: 22 02 2019
entrez: 3 4 2019
pubmed: 3 4 2019
medline: 3 4 2019
Statut: epublish

Résumé

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

Identifiants

DOI: 10.3389/fnins.2019.00207 PMID: 30936820 PMC: PMC6431640
pubmed: 30936820
doi: 10.3389/fnins.2019.00207
pmc: PMC6431640
doi:

Types de publication

Journal Article

Langues

eng

Pagination

207

Subventions

Organisme : Wellcome Trust
Pays : United Kingdom

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Auteurs

Giancarlo Allocca (G)

The Florey Institute of Neuroscience and Mental Health, Parkville, VIC, Australia.
Somnivore Pty. Ltd., Parkville, VIC, Australia.

Sherie Ma (S)

The Florey Institute of Neuroscience and Mental Health, Parkville, VIC, Australia.
Somnivore Pty. Ltd., Parkville, VIC, Australia.

Davide Martelli (D)

The Florey Institute of Neuroscience and Mental Health, Parkville, VIC, Australia.
Laboratory of Autonomic and Behavioral Physiology, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Matteo Cerri (M)

Laboratory of Autonomic and Behavioral Physiology, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Flavia Del Vecchio (F)

Laboratory of Autonomic and Behavioral Physiology, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Stefano Bastianini (S)

PRISM Laboratory, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Giovanna Zoccoli (G)

PRISM Laboratory, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Roberto Amici (R)

Laboratory of Autonomic and Behavioral Physiology, Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.

Stephen R Morairty (SR)

Center for Neuroscience, Biosciences Division, SRI International, Menlo Park, CA, United States.

Anne E Aulsebrook (AE)

School of BioSciences, The University of Melbourne, Parkville, VIC, Australia.

Shaun Blackburn (S)

School of Life Sciences, La Trobe University, Bundoora, VIC, Australia.

John A Lesku (JA)

School of Life Sciences, La Trobe University, Bundoora, VIC, Australia.
Avian Sleep Group, Max Planck Institute for Ornithology, Seewiesen, Germany.

Niels C Rattenborg (NC)

Avian Sleep Group, Max Planck Institute for Ornithology, Seewiesen, Germany.

Alexei L Vyssotski (AL)

Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland.

Emma Wams (E)

The Sleep and Circadian Neuroscience Institute (SCNi), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.

Kate Porcheret (K)

The Sleep and Circadian Neuroscience Institute (SCNi), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.

Katharina Wulff (K)

The Sleep and Circadian Neuroscience Institute (SCNi), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.

Russell Foster (R)

The Sleep and Circadian Neuroscience Institute (SCNi), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.

Julia K M Chan (JKM)

Melbourne School of Psychological Sciences, The University of Melbourne, Parkville, VIC, Australia.

Christian L Nicholas (CL)

Melbourne School of Psychological Sciences, The University of Melbourne, Parkville, VIC, Australia.
Institute of Breathing and Sleep, Austin Health, Heidelberg, VIC, Australia.

Dean R Freestone (DR)

Department of Medicine, St. Vincent's Hospital, The University of Melbourne, Fitzroy, VIC, Australia.

Leigh A Johnston (LA)

Biomedical Engineering, The University of Melbourne, Parkville, VIC, Australia.
Florey Department of Neuroscience and Mental Health, The University of Melbourne, Parkville, VIC, Australia.

Andrew L Gundlach (AL)

The Florey Institute of Neuroscience and Mental Health, Parkville, VIC, Australia.
Somnivore Pty. Ltd., Parkville, VIC, Australia.
Florey Department of Neuroscience and Mental Health, The University of Melbourne, Parkville, VIC, Australia.

Classifications MeSH