Processing MIMIC-III for Evaluation of Various Blood Pressure Estimation Models

Date Issued
2024
Author(s)
Kuzmanov, Ivan
Lehocki, Fedor
Madevska Bogdanova, Ana
Abstract
The development of non-invasive easily available blood pres- sure estimation methods using electrocardiogram - ECG and/or photo- plethysmogram - PPG signals has gained increasing attention. However, there is a lack of consistency in the evaluation of these methods due to variations in the size and availability of data in published datasets. Our research involves retrieving, cleaning, and storing a portion of the MIMIC-III database for utilization in model training and testing. This paper outlines our methodology for processing the MIMIC-III database, along with the challenges encountered during the process.
Subjects

MIMIC-III

electrocardiogram

photoplethysmogram

blood pressure estima...

artificial neural net...

deep learning

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