Sequential Validation of Treatment Heterogeneity

Fuente: arXiv
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Auteur principal: Wager, Stefan
Format: Preprint
Publié: 2024
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author Wager, Stefan
author_facet Wager, Stefan
contents We use the martingale construction of Luedtke and van der Laan (2016) to develop tests for the presence of treatment heterogeneity. The resulting sequential validation approach can be instantiated using various validation metrics, such as BLPs, GATES, QINI curves, etc., and provides an alternative to cross-validation-like cross-fold application of these metrics.
format Preprint
id arxiv_https___arxiv_org_abs_2405_05534
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Sequential Validation of Treatment Heterogeneity
Wager, Stefan
Econometrics
We use the martingale construction of Luedtke and van der Laan (2016) to develop tests for the presence of treatment heterogeneity. The resulting sequential validation approach can be instantiated using various validation metrics, such as BLPs, GATES, QINI curves, etc., and provides an alternative to cross-validation-like cross-fold application of these metrics.
title Sequential Validation of Treatment Heterogeneity
topic Econometrics
url https://arxiv.org/abs/2405.05534