Author

Olivia Walch

University of MichiganORCID 0000-0002-7881-6910Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Organism:human· 2 Approach:statistical model· 2 Research Focus:benchmarking· 1 Research Focus:clustering· 1 Assay:electronic health records· 1

Frequent Co-Authors

Daniel B. ForgeriD· 2 shared Caleb MayeriD· 1 shared Cathy A. GoldsteiniD· 1 shared Clark Bowman· 1 shared Dae Wook KimiD· 1 shared Elena FrankiD· 1 shared Minki P. LeeiD· 1 shared Srijan SeniD· 1 shared

Activity by Year

2020-2024 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 27 mutual co-author links

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2 shared papersBioinformatics

Daniel B. ForgerORCID

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2 papers

Recent·Most cited

BioinformaticsJournal of Biological RhythmsPeer-reviewedNov 18, 2024

The combination of topological data analysis and mathematical modeling improves sleep stage prediction from consumer-grade wearables

Minki P. Lee, Dae Wook Kim, Caleb Mayer…·Daniel B. Forger

This paper improves sleep stage prediction from wearable data by combining topological data analysis and mathematical modeling, achieving better accuracy in REM and NREM classification.

10 citations

humanelectronic health records

𝕏 PostBluesky

Systems BiologybioRxivPreprintMar 12, 2020

Characterizing the Human Heart Rate Circadian Pacemaker through Widely Available Wearable Devices

Clark Bowman, Yitong Huang, Olivia Walch…·Daniel B. Forger

The paper extracts circadian rhythms in heart rate from wearable data to study individual variations and real-world stimuli effects.

1 citation

humanstatistical model

𝕏 PostBluesky