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stat.ML2021★ 1 cited
NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters
Ben Lengerich, Caleb Ellington, Bryon Aragam +2
Context-specific Bayesian networks (i.e. directed acyclic graphs, DAGs) identify context-dependent relationships between variables, but the non-convexity induced by the acyclicity…
stat.ML2019★ 4 cited
Causal Mediation Analysis Leveraging Multiple Types of Summary Statistics Data
Yongjin Park, Abhishek Sarkar, Khoi Nguyen +1
Summary statistics of genome-wide association studies (GWAS) teach causal relationship between millions of genetic markers and tens and thousands of phenotypes. However, underlying…