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math.ST2021★ 2 cited
Confidence in Causal Discovery with Linear Causal Models
David Strieder, Tobias Freidling, Stefan Haffner +1
Structural causal models postulate noisy functional relations among a set of interacting variables. The causal structure underlying each such model is naturally represented by a di…
math.ST2020★ 3 cited
Post-selection inference with HSIC-Lasso
Tobias Freidling, Benjamin Poignard, Héctor Climente-González +1
Detecting influential features in non-linear and/or high-dimensional data is a challenging and increasingly important task in machine learning. Variable selection methods have thus…