Author

Nicolas Decat

Monash UniversityORCID 0000-0001-6764-6111Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:clustering· 1 Research Focus:database / resource· 1 Assay:electronic health records· 1 Approach:machine learning (classical)· 1 Approach:statistical model· 1

Frequent Co-Authors

Ben FulcheriD· 1 shared Jasmine WalteriD· 1 shared Jennifer WindtiD· 1 shared Naotsugu TsuchiyaiD· 1 shared Piengkwan Sribanditmongkol· 1 shared Thomas AndrilloniD· 1 shared Zhao Hui KohiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 21 mutual co-author links

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1 shared paperNeuroscience

Ben FulcherORCID

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1 paper

Recent·Most cited

NeurosciencebioRxivPreprintSep 8, 2021

Beyond traditional visual sleep scoring: massive feature extraction and unsupervised clustering of sleep time series

Nicolas Decat, Jasmine Walter, Zhao Hui Koh…·Naotsugu Tsuchiya

This paper introduces a framework using over 7700 time-series features to cluster sleep epochs, revealing both overlaps and discrepancies with traditional visual scoring methods.

5 citations

electronic health recordsstatistical model

𝕏 PostBluesky