Shi, Hongjian; Drton, Mathias; Hallin, Marc; Han, Fang
Distribution-free tests of multivariate independence based on center-outward quadrant, Spearman, Kendall, and van der Waerden statistics
Bernoulli
2025
31
1
Oct
106–129

Drton, Mathias;Grosdos, Alexandros;McCormack, Andrew
Rational maximum likelihood estimators of Kronecker covariance matrices
Algebraic Statistics
2024
15
1
Aug
145-164

Göbler, Konstantin; Drton, Mathias; Mukherjee, Sach; Miloschewski, Anne
High-dimensional undirected graphical models for arbitrary mixed data
Electronic Journal of Statistics
2024
18
1
Jun
2339–2404

Sturma, Nils; Squires, Chandler; Drton, Mathias; Uhler, Caroline
Unpaired Multi-Domain Causal Representation Learning
34465--34492
Advances in Neural Information Processing Systems 36
37th Annual Conference on Neural Information Processing Systems (NeurIPS 2023)
2023

Sturma, Nils; Drton, Mathias; Leung, Dennis
Testing many constraints in possibly irregular models using incomplete U-statistics
Journal of the Royal Statistical Society Series B: Statistical Methodology
2024
Mar
1--26

Dettling, Philipp; Drton, Mathias; Kolar, Mladen
On the Lasso for Graphical Continuous Lyapunov Models
514-550
Proceedings of Machine Learning Research
Third Conference on Causal Learning and Reasoning
2024

Strieder, David; Drton, Mathias
Dual Likelihood for Causal Inference under Structure Uncertainty
1-17
Proceedings of Machine Learning Research
Third Conference on Causal Learning and Reasoning
2024

Göbler, Konstantin; Windisch, Tobias; Drton, Mathias; Pychynski, Tim; Roth, Martin; Sonntag, Steffen
causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery
609--642
Proceedings of Machine Learning Research
Third Conference on Causal Learning and Reasoning
2024

Yu, Shiqing; Drton, Mathias; Shojaie, Ali
Interaction Models and Generalized Score Matching for Compositional Data
1-25
Proceedings of Machine Learning Research
The 2nd Learning on Graphs Conference
2024

Shi, Hongjian; Drton, Mathias; Han, Fang
On Azadkia–Chatterjee’s conditional dependence coefficient
Bernoulli
2024
30
2
May
851-877