Blood Pressure Prediction Using Ensemble Rules during Isometric Sustained Weight Test.

Ramón Carrazana-EscalonaAdán Andreu-HerediaMaría Moreno-PadillaGustavo A Reyes Del Paso Miguel Enrique Sánchez-Hechavarría Gustavo Alejandro Muñoz-Bustos

Published in: Journal of cardiovascular development and disease (2022)

The RuleFit model is an excellent tool to study interactions among variables for predicting blood pressure. Compared to other models, the RuleFit model showed superior performance. RuleFit can be used for predicting and interpreting relationships among predictors extracted from PPG and ECG signals.

Keyphrases

blood pressure
heart rate
hypertensive patients
body mass index
weight loss
physical activity
type diabetes
weight gain
skeletal muscle
metabolic syndrome
machine learning
convolutional neural network
body composition
deep learning