9 citations · 47 across the 12 of their papers we have counts for
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stat.ME2017
Robust causal structure learning with some hidden variables
Benjamin Frot, Preetam Nandy, Marloes H. Maathuis
We introduce a new method to estimate the Markov equivalence class of a directed acyclic graph (DAG) in the presence of hidden variables, in settings where the underlying DAG among…
stat.ME2017★ 4 cited
Structure Learning of Linear Gaussian Structural Equation Models with Weak Edges
Marco F. Eigenmann, Preetam Nandy, Marloes H. Maathuis
We consider structure learning of linear Gaussian structural equation models with weak edges. Since the presence of weak edges can lead to a loss of edge orientations in the true u…