MP
Ming-Zher Poh
cs.LGphotoplethysmographySmartphoneatrial fibrillationcs.AIPhotoplethysmographycs.CVDeep LearningMobile Applicationssmartphone
On Valency
published · living versionsW_33ypsx3u·v1 · currentpublished
Personalized health coaching via coachable health age and counterfactual wearable trajectories
with Simon A. Lee, Zeinab Esmaeilpour, Menglian Zhou, Marius Guerard +15
1 version
Preprints & journals
33 papers in the corpus · 2010–2026Passive heart-rate monitoring during smartphone use in everyday life.42225933 · Liao, Shun, Di Achille, Paolo, Wu, Jiang et al.2026 · 2 citationsNature. 2026;655(8123):728-736
Towards a General Intelligence and Interface for Wearable Health Data2605.22759v3 · Girish Narayanswamy, Maxwell A. Xu, A. Ali Heydari et al.2026 · 0 citationsarXiv
WavesFM: Hierarchical Representation Learning for Longitudinal Wearable Sensor Waveforms2605.09173v1 · Peng Cao, Zhijian Yang, Tennison Liu et al.2026 · 0 citationsarXiv
Opportunistically Detecting Signs of Hypertension on a Consumer Smartwatch10.64898/2025.12.10.25341972v1 · Di Achille, P., Cai, L., Wu, J. et al.2025 · 1 citationmedRxiv
Smartphone monitoring of smiling as a behavioral proxy of well-being in everyday life2512.11905v1 · Ming-Zher Poh, Shun Liao, Marco Andreetto et al.2025 · 0 citationsarXiv
Evidence of differences in diurnal electrodermal, temperature and heart rate patterns by mental health status in free-living data.40819881 · McDuff, Daniel, Galatzer-Levy, Isaac, Thomson, Seamus et al.2025 · 3 citationsBMJ mental health. 2025;28(1)
A High-Throughput Platform to Bench Test Smartphone-Based Heart Rate Measurements Derived From Video2506.23414v1 · Ming-Zher Poh, Jonathan Wang, Jonathan Hsu et al.2025 · 0 citationsarXiv
RADAR: Benchmarking Language Models on Imperfect Tabular Data2506.08249v2 · Ken Gu, Zhihan Zhang, Kate Lin et al.2025 · 0 citationsarXiv
LSM-2: Learning from Incomplete Wearable Sensor Data2506.05321v1 · Maxwell A. Xu, Girish Narayanswamy, Kumar Ayush et al.2025 · 1 citationarXiv
What Does Large-scale Electrodermal Sensing Reveal?10.1101/2024.02.22.581472v1 · McDuff, D., Thomson, S., Abdel-Ghaffar, S. et al.2024 · 2 citationsbioRxiv
Validation of a Deep Learning Algorithm for Continuous, Real-Time Detection of Atrial Fibrillation Using a Wrist-Worn Device in an Ambulatory Environment.37750558 · Poh, Ming-Zher, Battisti, Anthony J, Cheng, Li-Fang et al.2024 · 30 citationsJournal of the American Heart Association. 2023;12(19):e030543
Large Language Models are Few-Shot Health Learners2305.15525v1 · Xin Liu, Daniel McDuff, Geza Kovacs et al.2023 · 41 citationsarXiv
SimPer: Simple Self-Supervised Learning of Periodic Targets2210.03115v2 · Yuzhe Yang, Xin Liu, Jiang Wu et al.2022 · 29 citationsarXiv
High-Throughput, Contact-Free Detection of Atrial Fibrillation From Video With Deep Learning.31774461 · Yan, Bryan P, Lai, William H S, Chan, Christy K Y et al.2021 · 94 citationsJAMA cardiology. 2020;5(1):105-107
Figure Correction: Resting and Postexercise Heart Rate Detection From Fingertip and Facial Photoplethysmography Using a Smartphone Camera: A Validation Study.30609980 · Yan, Bryan P, Chan, Christy Ky, Li, Christien Kh et al.2019 · 5 citationsJMIR mHealth and uHealth. 2019;7(1):e11616
Diagnostic assessment of a deep learning system for detecting atrial fibrillation in pulse waveforms.29853485 · Poh, Ming-Zher, Poh, Yukkee Cheung, Chan, Pak-Hei et al.2019 · 120 citationsHeart (British Cardiac Society). 2018;104(23):1921-1928
Contact-Free Screening of Atrial Fibrillation by a Smartphone Using Facial Pulsatile Photoplethysmographic Signals.29622592 · Yan, Bryan P, Lai, William H S, Chan, Christy K Y et al.2019 · 112 citationsJournal of the American Heart Association. 2018;7(8)
Diagnostic Accuracy of a Novel Mobile Phone Application for the Detection and Monitoring of Atrial Fibrillation.29525063 · Rozen, Guy, Vaid, Jeena, Hosseini, Seyed Mohammadreza et al.2019 · 50 citationsThe American journal of cardiology. 2018;121(10):1187-1191
Multicenter clinical assessment of improved wearable multimodal convulsive seizure detectors.28980315 · Onorati, Francesco, Regalia, Giulia, Caborni, Chiara et al.2017 · 211 citationsEpilepsia. 2017;58(11):1870-1879
Resting and Postexercise Heart Rate Detection From Fingertip and Facial Photoplethysmography Using a Smartphone Camera: A Validation Study.28288955 · Yan, Bryan P, Chan, Christy Ky, Li, Christien Kh et al.2019 · 50 citationsJMIR mHealth and uHealth. 2017;5(3):e33
Validation of a Standalone Smartphone Application for Measuring Heart Rate Using Imaging Photoplethysmography.28140834 · Poh, Ming-Zher, Poh, Yukkee C2018 · 38 citationsTelemedicine journal and e-health : the official journal of the American Telemedicine Association. 2017;23(8):678-683
Diagnostic Performance of a Smartphone-Based Photoplethysmographic Application for Atrial Fibrillation Screening in a Primary Care Setting.27444506 · Chan, Pak-Hei, Wong, Chun-Ka, Poh, Yukkee C et al.2018 · 240 citationsJournal of the American Heart Association. 2016;5(7)
Autonomic changes following generalized tonic clonic seizures: An analysis of adult and pediatric patients with epilepsy.26220387 · Sarkis, Rani A, Thome-Souza, Sigride, Poh, Ming-Zher et al.2016 · 110 citationsEpilepsy research. 2015;115:113-8
Autonomic changes with seizures correlate with postictal EEG suppression.22539579 · Poh, M-Z, Loddenkemper, T, Reinsberger, C et al.2012 · 243 citationsNeurology. 2012;78(23):1868-76
Convulsive seizure detection using a wrist-worn electrodermal activity and accelerometry biosensor.22432935 · Poh, Ming-Zher, Loddenkemper, Tobias, Reinsberger, Claus et al.2012 · 272 citationsEpilepsia. 2012;53(5):e93-7
Advancements in noncontact, multiparameter physiological measurements using a webcam.20952328 · Poh, Ming-Zher, McDuff, Daniel J, Picard, Rosalind W2011 · 1,487 citationsIEEE transactions on bio-medical engineering. 2011;58(1):7-11
Diffusion of particles in the extracellular matrix: the effect of repulsive electrostatic interactions.20816045 · Stylianopoulos, Triantafyllos, Poh, Ming-Zher, Insin, Numpon et al.2010 · 445 citationsBiophysical journal. 2010;99(5):1342-9
Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.20588929 · Poh, Ming-Zher, McDuff, Daniel J, Picard, Rosalind W2010 · 1,646 citationsOptics express. 2010;18(10):10762-74
A wearable sensor for unobtrusive, long-term assessment of electrodermal activity.20172811 · Poh, Ming-Zher, Swenson, Nicholas C, Picard, Rosalind W2010 · 691 citationsIEEE transactions on bio-medical engineering. 2010;57(5):1243-52
Motion-tolerant magnetic earring sensor and wireless earpiece for wearable photoplethysmography.20172836 · Poh, Ming-Zher, Swenson, Nicholas C, Picard, Rosalind W2010 · 189 citationsIEEE transactions on information technology in biomedicine : a publication of the IEEE Engineering in Medicine and Biology Society. 2010;14(3):786-94
iCalm: wearable sensor and network architecture for wirelessly communicating and logging autonomic activity.20064760 · Fletcher, Richard Ribon, Dobson, Kelly, Goodwin, Matthew S et al.2010 · 155 citationsIEEE transactions on information technology in biomedicine : a publication of the IEEE Engineering in Medicine and Biology Society. 2010;14(2):215-23
Continuous monitoring of electrodermal activity during epileptic seizures using a wearable sensor.21095760 · Poh, Ming-Zher, Loddenkemper, Tobias, Swenson, Nicholas C et al.2011 · 142 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2010;2010:4415-8
Wearable sensors: opportunities and challenges for low-cost health care.21096416 · Fletcher, Richard R, Poh, Ming-Zher, Eydgahi, Hoda2011 · 79 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2010;2010:1763-6
Career total: 59 works. 33 are in this corpus.
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