17 citations · 20 across the 6 of their papers we have counts for
3 papers · 1 filter
TSLiNGAM: DirectLiNGAM under heavy tails
Sarah Leyder, Jakob Raymaekers, Tim Verdonck
One of the established approaches to causal discovery consists of combining directed acyclic graphs (DAGs) with structural causal models (SCMs) to describe the functional dependenc…
Generalized Spherical Principal Component Analysis
Sarah Leyder, Jakob Raymaekers, Tim Verdonck
Outliers contaminating data sets are a challenge to statistical estimators. Even a small fraction of outlying observations can heavily influence most classical statistical methods.…
Fast Linear Model Trees by PILOT
Jakob Raymaekers, Peter J. Rousseeuw, Tim Verdonck +1
Linear model trees are regression trees that incorporate linear models in the leaf nodes. This preserves the intuitive interpretation of decision trees and at the same time enables…