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Falsification of Internal and External Validity in Observational Studies
  via Conditional Moment Restrictions

Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions

30 January 2023
Zeshan Hussain
M. Shih
Michael Oberst
Ilker Demirel
D. Sontag
ArXivPDFHTML

Papers citing "Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions"

8 / 8 papers shown
Title
The Hardness of Validating Observational Studies with Experimental Data
The Hardness of Validating Observational Studies with Experimental Data
Jake Fawkes
Michael O'Riordan
Athanasios Vlontzos
Oriol Corcoll
Ciarán M. Gilligan-Lee
51
1
0
19 Mar 2025
Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms
R. Karlsson
Jesse H. Krijthe
CML
42
0
0
10 Feb 2025
Prediction-powered Generalization of Causal Inferences
Prediction-powered Generalization of Causal Inferences
Ilker Demirel
Ahmed M. Alaa
Anthony Philippakis
David Sontag
OOD
21
2
0
05 Jun 2024
Evaluating Physician-AI Interaction for Cancer Management: Paving the
  Path towards Precision Oncology
Evaluating Physician-AI Interaction for Cancer Management: Paving the Path towards Precision Oncology
Zeshan Hussain
Barbara D. Lam
Fernando A. Acosta-Perez
I. Riaz
Maia L. Jacobs
Andrew J. Yee
David Sontag
25
0
0
23 Apr 2024
Benchmarking Observational Studies with Experimental Data under
  Right-Censoring
Benchmarking Observational Studies with Experimental Data under Right-Censoring
Ilker Demirel
E. Brouwer
Zeshan Hussain
Michael Oberst
Anthony Philippakis
David Sontag
28
4
0
23 Feb 2024
Hidden yet quantifiable: A lower bound for confounding strength using
  randomized trials
Hidden yet quantifiable: A lower bound for confounding strength using randomized trials
Piersilvio De Bartolomeis
Javier Abad
Konstantin Donhauser
Fanny Yang
CML
23
7
0
06 Dec 2023
Falsification before Extrapolation in Causal Effect Estimation
Falsification before Extrapolation in Causal Effect Estimation
Zeshan Hussain
Michael Oberst
M. Shih
David Sontag
CML
27
8
0
27 Sep 2022
A Review of Generalizability and Transportability
A Review of Generalizability and Transportability
Irina Degtiar
Sherri Rose
CML
23
202
0
23 Feb 2021
1