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math.ST2022★ 2 cited
Linear regression with unmatched data: a deconvolution perspective
Mona Azadkia, Fadoua Balabdaoui
Consider the regression problem where the response and the covariate for are \textit{unmatched}. Under this scenario, we do not have a…
math.ST2021★ 2 cited
A Fast Non-parametric Approach for Local Causal Structure Learning
Mona Azadkia, Armeen Taeb, Peter Bühlmann
We study the problem of causal structure learning with essentially no assumptions on the functional relationships and noise. We develop DAG-FOCI, a computationally fast algorithm f…