19 citations · 19 across the 1 of their papers we have counts for
2 papers
stat.ME2022★ 19 cited
Distributed Learning of Generalized Linear Causal Networks
Qiaoling Ye, Arash A. Amini, Qing Zhou
We consider the task of learning causal structures from data stored on multiple machines, and propose a novel structure learning method called distributed annealing on regularized…
stat.ML2019
Optimizing regularized Cholesky score for order-based learning of Bayesian networks
Qiaoling Ye, Arash A. Amini, Qing Zhou
Bayesian networks are a class of popular graphical models that encode causal and conditional independence relations among variables by directed acyclic graphs (DAGs). We propose a…