33 citations · 97 across the 11 of their papers we have counts for
3 papers · 1 filter
The costs and benefits of uniformly valid causal inference with high-dimensional nuisance parameters
Niloofar Moosavi, Jenny Häggström, Xavier de Luna
Important advances have recently been achieved in developing procedures yielding uniformly valid inference for a low dimensional causal parameter when high-dimensional nuisance mod…
Sensitivity analysis for unobserved confounding of direct and indirect effects using uncertainty intervals
Anita Lindmark, Xavier de Luna, Marie Eriksson
To estimate direct and indirect effects of an exposure on an outcome from observed data strong assumptions about unconfoundedness are required. Since these assumptions cannot be te…
Inference for partial correlation when data are missing not at random
Tetiana Gorbach, Xavier de Luna
We introduce uncertainty regions to perform inference on partial correlations when data are missing not at random. These uncertainty regions are shown to have a desired asymptotic…