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cs.LG2021
Definite Non-Ancestral Relations and Structure Learning
Wenyu Chen, Mathias Drton, Ali Shojaie
In causal graphical models based on directed acyclic graphs (DAGs), directed paths represent causal pathways between the corresponding variables. The variable at the beginning of s…
cs.LG2019
Integer Programming for Learning Directed Acyclic Graphs from Continuous Data
Hasan Manzour, Simge Küçükyavuz, Ali Shojaie
Learning directed acyclic graphs (DAGs) from data is a challenging task both in theory and in practice, because the number of possible DAGs scales superexponentially with the numbe…