3 citations · 3 across the 2 of their papers we have counts for
4 papers · 1 filter
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…
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…
GGM knockoff filter: False Discovery Rate Control for Gaussian Graphical Models
Jinzhou Li, Marloes H. Maathuis
We propose a new method to learn the structure of a Gaussian graphical model with finite sample false discovery rate control. Our method builds on the knockoff framework of Barber…