1 citations · 1 across the 6 of their papers we have counts for
7 papers
Prediction-Intervention Games and Invariant Sets
Linus Kühne, Felix Schur, Jonas Peters
We consider the following two-player game: using observational data, the leader chooses a prediction function for a response variable from given covariates. The follower then r…
Identifying Latent Actions and Dynamics from Offline Data via Demonstrator Diversity
Felix Schur
Can latent actions and environment dynamics be recovered from offline trajectories when actions are never observed? We study this question in a setting where trajectories are actio…
Many Experiments, Few Repetitions, Unpaired Data, and Sparse Effects: Is Causal Inference Possible?
Felix Schur, Niklas Pfister, Peng Ding +2
We study the problem of estimating causal effects under hidden confounding in the following unpaired data setting: we observe some covariates and an outcome under different…
Transferring Causal Effects using Proxies
Manuel Iglesias-Alonso, Felix Schur, Julius von Kügelgen +1
We consider the problem of estimating a causal effect in a multi-domain setting. The causal effect of interest is confounded by an unobserved confounder and can change between the…
Identifying Elasticities in Autocorrelated Time Series Using Causal Mechanism Graphs
Silvana Tiedemann, Jorge Sanchez Canales, Felix Schur +5
Instrumental variable (IV) methods are widely used to estimate the price elasticity of demand from observational data. However, naive IV estimators may be inconsistent in settings…
DecoR: Deconfounding Time Series with Robust Regression
Felix Schur, Jonas Peters
Causal inference on time series data is a challenging problem, especially in the presence of unobserved confounders. This work focuses on estimating the causal effect between two t…
Lifelong Bandit Optimization: No Prior and No Regret
Felix Schur, Parnian Kassraie, Jonas Rothfuss +1
Machine learning algorithms are often repeatedly applied to problems with similar structure over and over again. We focus on solving a sequence of bandit optimization tasks and dev…