73 citations · 80 across the 7 of their papers we have counts for
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cs.LG2018
Experimental Design for Cost-Aware Learning of Causal Graphs
Erik M. Lindgren, Murat Kocaoglu, Alexandros G. Dimakis +1
We consider the minimum cost intervention design problem: Given the essential graph of a causal graph and a cost to intervene on a variable, identify the set of interventions with…
stat.ML2018
Applications of Common Entropy for Causal Inference
Murat Kocaoglu, Sanjay Shakkottai, Alexandros G. Dimakis +2
We study the problem of discovering the simplest latent variable that can make two observed discrete variables conditionally independent. The minimum entropy required for such a la…