2 papers
stat.ML2026
Adjusted Wasserstein distances for bridging empirical and true distributions with applications to MDS
Flor Martinez-Sermeno, Arturo Jaramillo, Johan Van Horebeek
This paper examines how metric adjustments to Multidimensional Scaling (MDS) can enhance its effectiveness as a visual tool for pattern recognition. The distance under consideratio…
cs.LG2025
Local Statistical Parity for the Estimation of Fair Decision Trees
Andrea Quintanilla, Johan Van Horebeek
Given the high computational complexity of decision tree estimation, classical methods construct a tree by adding one node at a time in a recursive way. To facilitate promoting fai…