EHR

Functional Bayesian Networks for Discovering Causality from Multivariate Functional Data

Functional causal discovery.

A Bayesian Decision Framework for Optimizing Sequential Combination Antiretroviral Therapy in People with HIV

Bayesian Decision Framework for Optimizing Sequential cART

Federated Learning for Sparse Bayesian Models with Applications to Electronic Health Records and Genomics

Bayesian federated learning.

BAGEL: A Bayesian Graphical Model for Inferring Drug Effect on Depression Longitudinally in People with HIV

HIV Longitudinal Drug Effects on Mental Health

A Bayesian Nonparametric Approach for Inferring Drug Combination Effects on Mental Health in People with HIV

HIV Drug Combination Effects on Mental Health

Consensus Monte Carlo for Random Subsets using Shared Anchors

Consensus Monte Carlo algorithm for DP and IBP

Bayesian Double Feature Allocation for Phenotyping with Electronic Health Records

A categorical matrix factorization method to infer latent diseases from EHR data.

Scalable Bayesian Nonparametric Clustering and Classification

A scalable Monte Carlo algorithm for inference under a large class of nonparametric Bayesian models for clustering and classification.