Author

Lachlan D Barnes

University of AucklandORCID 0000-0001-9814-8879Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 1

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Research Focus:differential expression· 1 Assay:electronic health records· 1 Approach:machine learning (classical)· 1

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Andreas W. Kempa-LiehriD· 1 shared Kevin Lee· 1 shared Luke E. HallumiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

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3 top collaborators · 3 mutual co-author links

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1 shared paperNeuroscience

Andreas W. Kempa-LiehrORCID

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1 paper

Recent·Most cited

NeurosciencebioRxivPreprintApr 11, 2021

Detection of sleep apnea from single-channel electroencephalogram (EEG) using an explainable convolutional neural network

Lachlan D Barnes, Kevin Lee, Andreas W. Kempa-Liehr, Luke E. Hallum

This paper develops an explainable CNN to detect sleep apnea from single-channel EEG with 76.7% accuracy and 0.54 MCC, showing it learns delta and beta band biomarkers.

4 citations

electronic health recordsmachine learning (classical)

𝕏 PostBluesky