73 citations · 80 across the 6 of their papers we have counts for
3 papers · 1 filter
Entropic Causal Inference: Identifiability and Finite Sample Results
Spencer Compton, Murat Kocaoglu, Kristjan Greenewald +1
Entropic causal inference is a framework for inferring the causal direction between two categorical variables from observational data. The central assumption is that the amount of…
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…
Sparse Quadratic Logistic Regression in Sub-quadratic Time
Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis +1
We consider support recovery in the quadratic logistic regression setting - where the target depends on both p linear terms and up to quadratic terms . Quadrat…