Graph-Guided Bayesian Factor Model for Integrative Analysis of Multi-modal Data with Noisy Network Information

• Published in: Statistics in biosciences
• Main Authors: Li, Wenrui, Zhang, Qiyiwen, Qu, Kewen, Long, Qi
• Format: Journal Article
• Language: English
• Published: United States 11.08.2024
• Subjects: factor analysis; MCMC algorithm; Bayesian shrinkage; latent scale network model; noisy graph

There is a growing body of literature on factor analysis that can capture individual and shared structures in multi-modal data. However, few of these approaches incorporate biological knowledge such as functional genomics and functional metabolomics. Graph-guided statistical learning methods that ca...