Jose M Pena
Biträdande professor, Enhetschef
Docent i Datalogi
Publikationer
2025
Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding
CAUSAL LEARNING AND REASONING, s. 693-703
(Konferensbidrag)
Sensitivity Analysis to Unobserved Confounding with Copula-Based Normalizing Flows
International Journal of Approximate Reasoning, Vol. 187, Artikel 109531
(Artikel i tidskrift)
https://dx.doi.org/10.1016/j.ijar.2025.109531
Deep Learning With DAGs
Sociological Methods & Research, Vol. 54, s. 1624-1682
(Artikel i tidskrift)
https://dx.doi.org/10.1177/00491241251319291
2024
Alternative Measures of Direct and Indirect Effects
INTERNATIONAL CONFERENCE ON PROBABILISTIC GRAPHICAL MODELS
(Konferensbidrag)
ρ-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows
12th International Conference on Probabilistic Graphical Models, s. 20-37
(Konferensbidrag)