Improved Confidence-Interval Estimations Using Uncertainty Measure and Weighted Feature Decisions for Cuff-Less Blood-Pressure Measurements

Improved Confidence-Interval Estimations Using Uncertainty Measure and Weighted Feature Decisions for Cuff-Less Blood-Pressure Measurements

This paper presents a method to improve confidence-interval (CI) estimation using individual uncertainty measures and weighted feature decisions for cuff-less blood-pressure (BP) measurement. We obtained uncertainty using Gaussian process regression (GPR). The CI obtained from the GPR model is compu...

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Bibliographic Details
Main Authors: Soojeong Lee, Mugahed A. Al-antari, Gyanendra Prasad Joshi
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Bioengineering
Subjects:
uncertainty
confidence intervals
cuff-less blood-pressure estimation
Gaussian processes regression
gradient boosting algorithm
Online Access:https://www.mdpi.com/2306-5354/12/2/131
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