Search Results for author: Qiaoling Ye

Found 2 papers, 1 papers with code

Distributed Learning of Generalized Linear Causal Networks

no code implementations23 Jan 2022 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 likelihood score (DARLS) to solve this problem.

Distributed Optimization

Optimizing regularized Cholesky score for order-based learning of Bayesian networks

1 code implementation28 Apr 2019 Qiaoling Ye, Arash A. Amini, Qing Zhou

We propose a novel structure learning method, annealing on regularized Cholesky score (ARCS), to search over topological sorts, or permutations of nodes, for a high-scoring Bayesian network.

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