Riesz representers for the rest of us

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Détails bibliographiques
Auteurs principaux:	Williams, Nicholas T., Hines, Oliver J., Rudolph, Kara E.
Format:	Preprint
Publié:	2025
Sujets:	Statistics Theory
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

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author	Williams, Nicholas T. Hines, Oliver J. Rudolph, Kara E.
author_facet	Williams, Nicholas T. Hines, Oliver J. Rudolph, Kara E.
contents	The application of semiparametric efficient estimators, particularly those that leverage machine learning, is rapidly expanding within epidemiology and causal inference. This literature is increasingly invoking the Riesz representation theorem and Riesz regression. This paper aims to introduce the Riesz representation theorem to an epidemiologic audience, explaining what it is and why it's useful, using step-by-step worked examples.
format	Preprint
id	arxiv_https___arxiv_org_abs_2507_19413
institution	arXiv
publishDate	2025
record_format	arxiv
spellingShingle	Riesz representers for the rest of us Williams, Nicholas T. Hines, Oliver J. Rudolph, Kara E. Statistics Theory The application of semiparametric efficient estimators, particularly those that leverage machine learning, is rapidly expanding within epidemiology and causal inference. This literature is increasingly invoking the Riesz representation theorem and Riesz regression. This paper aims to introduce the Riesz representation theorem to an epidemiologic audience, explaining what it is and why it's useful, using step-by-step worked examples.
title	Riesz representers for the rest of us
topic	Statistics Theory
url	https://arxiv.org/abs/2507.19413

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