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07/24/2023
Causal Fair Machine Learning via Rank-Preserving Interventional Distributions
A decision can be defined as fair if equal individuals are treated equal...
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05/11/2023
Causal Inference for Continuous Multiple Time Point Interventions
There are limited options to estimate the treatment effects of variables...
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06/30/2022
The Delta-Method and Influence Function in Medical Statistics: a Reproducible Tutorial
Approximate statistical inference via determination of the asymptotic di...
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06/21/2020
Regression and Causality
The causal effect of an intervention (treatment/exposure) on an outcome ...
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03/04/2020
Estimating the Effect of Central Bank Independence on Inflation Using Longitudinal Targeted Maximum Likelihood Estimation
Whether a country's central bank independence (CBI) status has a lowerin...
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09/19/2018
Educational Note: Paradoxical Collider Effect in the Analysis of Non-Communicable Disease Epidemiological Data: a reproducible illustration and web application
Classical epidemiology has focused on the control of confounding but it ...
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02/14/2018
Using Longitudinal Targeted Maximum Likelihood Estimation in Complex Settings with Dynamic Interventions
Longitudinal targeted maximum likelihood estimation (LTMLE) has hardly e...
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02/13/2018