Variational Bayes latent class analysis for EHR-based phenotyping with large real-world data

IntroductionBayesian approaches to patient phenotyping in clinical observational studies have been limited by the computational challenges associated with applying the Markov Chain Monte Carlo (MCMC) approach to real-world data. Approximate Bayesian inference via optimization of the variational evid...

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Bibliographic Details
Main Authors: Brian Buckley, Adrian O'Hagan, Marie Galligan
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-10-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fams.2024.1302825/full