Multi-Feature Classification of Physiological Stress in Cardiovascular and Cardiorespiratory Interactions

Physiological stress influences cardiovascular (CV) and cardiorespiratory (CR) control mechanisms. Accurate classification methods incorporating multiple features from the CV and CR physiological systems are necessary to better distinguish among different stress states. In this work, a novel multi-feature classification approach based on local information theory was used to differentiate postural and mental stress evoked in 127 healthy young subjects. The results evidenced a better classification performance of postural stress based on CV and CR dynamics, suggesting that these dynamics are affected more strongly by the postural than the mental challenge.

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Publication Details

Published
2024-10-23
DOI
https://doi.org/10.1109/esgco63003.2024.10767062
Primary Topic
Heart Rate Variability and Autonomic Control
Type
article
Field-Weighted Citation Impact
0.00

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article

Multi-Feature Classification of Physiological Stress in Cardiovascular and Cardiorespiratory Interactions

Michal Javorka, Luca Faes, Riccardo Pernice, Marta Iovino et al.
Heart Rate Variability and Autonomic Control
article

Multi-Feature Classification of Physiological Stress in Cardiovascular and Cardiorespiratory Interactions

Michal Javorka, Luca Faes, Riccardo Pernice, Marta Iovino, Roberta Saputo
article en

Abstract

Physiological stress influences cardiovascular (CV) and cardiorespiratory (CR) control mechanisms. Accurate classification methods incorporating multiple features from the CV and CR physiological systems are necessary to better distinguish among different stress states. In this work, a novel multi-feature classification approach based on local information theory was used to differentiate postural and mental stress evoked in 127 healthy young subjects. The results evidenced a better classification performance of postural stress based on CV and CR dynamics, suggesting that these dynamics are affected more strongly by the postural than the mental challenge.

Martin University Hospital (SK), University of Palermo (IT)
European Social Fund
Zero hunger
Openalex Percentile: Top 60%
Heart Rate Variability and Autonomic Control
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