329 citations · 1.2k across the 27 of their papers we have counts for
32 papers
Root cause discovery via permutations and Cholesky decomposition
Jinzhou Li, Benjamin B. Chu, Ines F. Scheller +2
This work is motivated by the following problem: Can we identify the disease-causing gene in a patient affected by a monogenic disorder? This problem is an instance of root cause d…
A Graphical Approach to Treatment Effect Estimation with Observational Network Data
Meta-Lina Spohn, Leonard Henckel, Marloes H. Maathuis
We propose an easy-to-use adjustment estimator for the effect of a treatment based on observational data from a single (social) network of units. The approach allows for interactio…
Simultaneous false discovery proportion bounds via knockoffs and closed testing
Jinzhou Li, Marloes H. Maathuis, Jelle J. Goeman
We propose new methods to obtain simultaneous false discovery proportion bounds for knockoff-based approaches. We first investigate an approach based on Janson and Su's -familyw…
Estimation and Inference of Extremal Quantile Treatment Effects for Heavy-Tailed Distributions
David Deuber, Jinzhou Li, Sebastian Engelke +1
Causal inference for extreme events has many potential applications in fields such as climate science, medicine and economics. We study the extremal quantile treatment effect of a…
Profiling Compliers in Instrumental Variables Designs
Dominik Hangartner, Moritz Marbach, Leonard Henckel +3
Instrumental variable (IV) analyses are becoming common in health services research and epidemiology. IV analyses can be used both to analyze randomized trials with noncompliance a…
Evaluation of Causal Structure Learning Algorithms via Risk Estimation
Marco F. Eigenmann, Sach Mukherjee, Marloes H. Maathuis
Recent years have seen many advances in methods for causal structure learning from data. The empirical assessment of such methods, however, is much less developed. Motivated by thi…