Search Results for author: Philip Boeken

Found 2 papers, 1 papers with code

Evaluating and Correcting Performative Effects of Decision Support Systems via Causal Domain Shift

no code implementations1 Mar 2024 Philip Boeken, Onno Zoeter, Joris M. Mooij

In this work, we propose to model the deployment of a DSS as causal domain shift and provide novel cross-domain identification results for the conditional expectation $E[Y | X]$, allowing for pre- and post-hoc assessment of the deployment of the DSS, and for retraining of a model that assesses the risk under a baseline policy where the DSS is not deployed.

Selection bias

Correcting for Selection Bias and Missing Response in Regression using Privileged Information

1 code implementation29 Mar 2023 Philip Boeken, Noud de Kroon, Mathijs de Jong, Joris M. Mooij, Onno Zoeter

We conclude that repeated regression can appropriately correct for bias, and can have considerable advantage over weighted regression, especially when extrapolating to regions of the feature space where response is never observed.

Imputation regression +1

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