Tobias Freidling
Tobias Freidling
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Publications
Optimization-based Sensitivity Analysis for Unmeasured Confounding using Partial Correlations
Causal inference necessarily relies upon untestable assumptions; hence, it is crucial to assess the robustness of obtained results to …
Tobias Freidling
,
Qingyuan Zhao
January 2024
PDF
Confidence in Causal Discovery with Linear Causal Models
We present a method to construct confidence intervals for causal effects in a linear structural equation model that accounts for the uncertainty stemming from the causal discovery of the DAG.
David Strieder
,
Tobias Freidling
,
Stefan Haffner
,
Mathias Drton
June 2021
UAI 2021
PDF
Poster
Post-selection Inference with HSIC-Lasso
Detecting influential features in non-linear and/or high-dimensional data is a challenging and increasingly important task in machine …
Tobias Freidling
,
Benjamin Poignard
,
Héctor Climente-González
,
Benjamin Poignard
October 2020
ICML 2021
PDF
Code
Poster
Slides
Miscellaneous Work
Tobias Freidling
(2021).
CMI - First Year Report
.
PDF
Slides
Valeria Ambrosio
,
Bjarne Bergh
,
Tobias Freidling
,
Lauritz Streck
,
Marcello Carioni
,
Carola-Bibiane Schönlieb
(2021).
Sample Complexity for Regularized Optimal Transport
. CMI Applied and Computational Analysis Core Course.
PDF
Slides
Tobias Freidling
(2021).
Bayesian Optimal Experimental Design of Clinical Studies
. Industry Project at Unilever.
PDF
Slides
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