intervention design

Active Structure Learning of Causal DAGs via Directed Clique Trees
A growing body of work has begun to study intervention design for efficient structure learning of causal directed acyclic graphs …
Chandler Squires, Sara Magliacane, Kristjan Greenewald, Dmitriy Katz, Murat Kocaoglu, Karthikeyan Shanmugam
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Sample Efficient Active Learning of Causal Trees
We consider the problem of experimental design for learning causal graphs that have a tree structure. We propose an adaptive framework …
Kristjan Greenewald, Dmitriy Katz, Karthikeyan Shanmugam, Sara Magliacane, Murat Kocaoglu, Enric Boix Adsera, Guy Bresler
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