Eunice Yuh-Jie Chen

2 accepted papers

2016

Enumerating Equivalence Classes of Bayesian Networks using EC Graphs

Eunice Yuh-Jie Chen, Arthur Choi Choi, Adnan Darwiche

AISTATS 2016poster

We consider the problem of learning Bayesian network structures from complete data. In particular, we consider the enumeration of their k-best equivalence classes. We propose a new search space for A* search, called the EC graph, that facilitates the enumeration of equivalence classes, by represen…

Cited by 19 Source ↗PDF ↗Scholar ↗

2016

Learning Bayesian networks with ancestral constraints

Eunice Yuh-Jie Chen, Yujia Shen, Arthur Choi, Adnan Darwiche

NeurIPS 2016poster

We consider the problem of learning Bayesian networks optimally, when subject to background knowledge in the form of ancestral constraints. Our approach is based on a recently proposed framework for optimal structure learning based on non-decomposable scores, which is general enough to accommodate a…

Cited by 51 Source ↗PDF ↗Scholar ↗