Yurou Liang
Differentiable Learning of Non-Linear Directed Graphical Models
Masterarbeit
2024

Kian Saraf-Poor
Canonical Correlation Analysis with Optimal Transport
Masterarbeit
2024

Sarah Lumpp
Conditional Independence in Graphical Continuous Lyapunov Models
Masterarbeit
2023

Moritz Jaud
Integrating D-vine regression models and neural network approaches for conditional quantile estimation with financial application
Masterarbeit
2024

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

Richard Schwank
Robust Score Matching for Graphical Models
Masterarbeit
2024

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