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 the Third Conference on Causal Learning and Reasoning
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

Wang, Y. Samuel; Drton, Mathias
Causal Discovery with Unobserved Confounding and Non-Gaussian Data
Journal of Machine Learning Research
2023
24
271
Aug
1−61

Zamanian, Alireza; Ahmidi, Narges; Drton, Mathias
Assessable and interpretable sensitivity analysis in the pattern graph framework for nonignorable missingness mechanisms
Statistics in Medicine
2023
42
29
Sep
5419-5450

Strieder, David; Drton, Mathias
Confidence in causal inference under structure uncertainty in linear causal models with equal variances
Journal of Causal Inference
2023
11
1
Dec

Dettling, Philippp; Homs, Roser; Améndola, Carlos; Drton, Mathias; Hansen, Niels Richard
Identifiability in Continuous Lyapunov Models
SIAM Journal on Matrix Analysis and Applications
2023
44
4
Dec
1799-1821