Consistent Second-Order Conic Integer Programming for Learning Bayesian Networks

no code implementations • 29 May 2020 • Simge Kucukyavuz, Ali Shojaie, Hasan Manzour, Linchuan Wei, Hao-Hsiang Wu

The optimal solution to this mathematical program is known to have desirable statistical properties under certain conditions.

Integer Programming for Learning Directed Acyclic Graphs from Continuous Data

no code implementations • 23 Apr 2019 • Hasan Manzour, Simge Küçükyavuz, Ali Shojaie

In this paper, we study the problem of learning an optimal DAG from continuous observational data.