ML Anthology
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Luxburg, Ulrike
10 publications
AISTATS
2025
Disentangling Interactions and Dependencies in Feature Attributions
Gunnar König
,
Eric Günther
,
Ulrike Luxburg
COLT
2025
How to Safely Discard Features Based on Aggregate SHAP Values
Robi Bhattacharjee
,
Karolin Frohnapfel
,
Ulrike Luxburg
AISTATS
2023
From Shapley Values to Generalized Additive Models and Back
Sebastian Bordt
,
Ulrike Luxburg
AISTATS
2021
Recovery Guarantees for Kernel-Based Clustering Under Non-Parametric Mixture Models
Leena C. Vankadara
,
Sebastian Bordt
,
Ulrike Luxburg
,
Debarghya Ghoshdastidar
AISTATS
2020
Explaining the Explainer: A First Theoretical Analysis of LIME
Damien Garreau
,
Ulrike Luxburg
ICML
2018
Comparison-Based Random Forests
Siavash Haghiri
,
Damien Garreau
,
Ulrike Luxburg
COLT
2017
Two-Sample Tests for Large Random Graphs Using Network Statistics
Debarghya Ghoshdastidar
,
Maurilio Gutzeit
,
Alexandra Carpentier
,
Ulrike Luxburg
ICML
2014
Local Ordinal Embedding
Yoshikazu Terada
,
Ulrike Luxburg
ICML
2014
The F-Adjusted Graph Laplacian: A Diagonal Modification with a Geometric Interpretation
Sven Kurras
,
Ulrike Luxburg
,
Gilles Blanchard
COLT
2011
Preface
Sham M. Kakade
,
Ulrike Luxburg