Author

Piengkwan Sribanditmongkol

Monash University

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Biology Disciplines

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Neuroscience· 1

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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 Nicolas DecatiD· 1 shared Thomas AndrilloniD· 1 shared Zhao Hui KohiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

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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

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

Nicolas Decat, Jasmine Walter, Zhao Hui Koh, Piengkwan Sribanditmongkol, Ben Fulcher, Jennifer Windt, Thomas Andrillon, 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.

bioRxiv · Sep 8, 2021 · PreprintNeuroscience