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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Toon Vanderschueren

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Book Open access Jun 2024

A Data-Centric Decomposition of Estimator Performance in Continuous Treatment Effect Estimation

This work analyzes current benchmarking practices and introduces a novel decomposition framework that disentangles the contribution of distinct data-generating components, such as confounding, dose distribution non-uniformity, and response surface complexity, to estimator performance.

Christopher Bockel-Rickermann, Daan Caljon, Toon Vanderschueren et al. · 2 citations
Book Open access Aug 2026

A Data-Centric Decomposition of Estimator Performance in Continuous Treatment Effect Estimation

Standard supervised learning algorithms prioritize predictive performance over causal inference, making them ill-suited for conditional average dose response (CADR) estimation. Although specialized CADR estimators have been proposed to address this, the field lacks clarity on which dataset characteristics truly challen...

Christopher Bockel-Rickermann, Daan Caljon, Toon Vanderschueren et al. · 0 citations

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