1 citations · 1 across the 4 of their papers we have counts for
5 papers
Sufficiently Reduced Distributional Regression
Alexander Henzi, Tiange Liu, Xinwei Shen
We propose Sufficiently Reduced Distributional Regression (SRDR), a generative method that combines conditional distribution estimation with nonlinear sufficient dimension reductio…
Estimation and convergence rates in the distributional single index model
Fadoua Balabdaoui, Alexander Henzi, Lukas Looser
The distributional single index model is a semiparametric regression model in which the conditional distribution functions of a real-valued o…
Invariant Probabilistic Prediction
Alexander Henzi, Xinwei Shen, Michael Law +1
In recent years, there has been a growing interest in statistical methods that exhibit robust performance under distribution changes between training and test data. While most of t…
A Rank-Based Sequential Test of Independence
Alexander Henzi, Michael Law
We consider the problem of independence testing for two univariate random variables in a sequential setting. By leveraging recent developments on safe, anytime-valid inference, we…
Anytime Valid Tests of Conditional Independence Under Model-X
Peter Grünwald, Alexander Henzi, Tyron Lardy
We propose a sequential, anytime-valid method to test the conditional independence of a response and a predictor given a random vector . The proposed test is based on e-…