On the Convergence of Continuous Constrained Optimization for Structure Learning

Ignavier Ng
Ignavier Ng
Nan Rosemary Ke
Nan Rosemary Ke
Cited by: 0|Views14

Abstract:

Structure learning of directed acyclic graphs (DAGs) is a fundamental problem in many scientific endeavors. A new line of work, based on NOTEARS (Zheng et al., 2018), reformulates the structure learning problem as a continuous optimization one by leveraging an algebraic characterization of DAG constraint. The constrained problem is typi...More

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