Empirical analyses and simulations showed that different machine and statistical learning methods had differing performance for predicting blood pressure

Abstract Machine learning is increasingly being used to predict clinical outcomes. Most comparisons of different methods have been based on empirical analyses in specific datasets. We used Monte Carlo simulations to determine when machine learning methods perform better than statistical learning met...

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Bibliographic Details
Main Authors: Peter C. Austin, Frank E. Harrell, Douglas S. Lee, Ewout W. Steyerberg
Format: Article
Language:English
Published: Nature Portfolio 2022-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-13015-5