Machine learning (ML) models based on HRV can be used to identify post COVID-19 patients with autonomic dysfunction.Methods: We evaluated HRV and blood pressure (BP) responses to orthostatic stress (3-min active standing) in 92 patients within 30-45 days of recovery from COVID-19 infection...
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Zhang J, Nassef A, Mahfouf M, Linkens D, El-Samahy E, Hockey G et al (2006) Modelling and analysis of HRV under physical and mental workloads. IFAC Proc Vol 39(18):189–194 Google Scholar Zhang J, Yin Z, Wang R (2014) Recognition of mental workload levels under complex human-...
By applying ICA, vital signs like HR, BR and Heart Rate Variability (HRV) were subsequently quantified and compared to corresponding measurements using Food and Drug Administration-approved sensors. High degrees of agreement were achieved between the measurements across all physiological parameters. To ...
Driver level stress detection using HRV analysis. In: Proceedings of the 2015 International Conference on Advances in Biomedical Engineering; 2015 September 16–18; Beirut, Lebanon. Piscataway: IEEE; 2015. https://ieeexplore.ieee.org. Schmidt P, Reiss A, Durichen R, Laerhoven KV. Introducing ...
Natarajan et al. [60] have also used physiological data such as respiration rate, heart rate, and HRV. Their approach obtained an AUC of 0.77. In [61], the authors focus on the statistical aspects of the collected data. In the first part of the paper, the authors describe the data the...
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which is exacerbated in depression54,76,77. Mean breathing time and consistency data were extracted on this rapid assessment at each EMA. Across all participants’ data, we confirmed that consistency on this task was positively correlated to heart rate variability (HRV, Spearman’sr = 0.11,...
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(AI) has had a profound impact on the enhancement of precision and accuracy in BCI technology, thereby broadening the scope of research in this field. AI techniques, encompassing machine learning (ML) and deep learning (DL) models, have demonstrated remarkable success in classifying and predicting...