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stat.ME2020
Evaluation of Causal Structure Learning Algorithms via Risk Estimation
Marco F. Eigenmann, Sach Mukherjee, Marloes H. Maathuis
Recent years have seen many advances in methods for causal structure learning from data. The empirical assessment of such methods, however, is much less developed. Motivated by thi…
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…