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Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables

We describe and compare two methods for the group sequential design of two-arm experiments with Poisson distributed data, which are based on a normal approximation and exact calculations respectively. A framework to determine near-optimal stopping boundaries is also presented. Using this framework,...

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Detalles Bibliográficos
Autores principales: Grayling, Michael J., Wason, James M. S., Mander, Adrian P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7116540/
https://www.ncbi.nlm.nih.gov/pubmed/33408437
http://dx.doi.org/10.1080/03610926.2019.1628273
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author Grayling, Michael J.
Wason, James M. S.
Mander, Adrian P.
author_facet Grayling, Michael J.
Wason, James M. S.
Mander, Adrian P.
author_sort Grayling, Michael J.
collection PubMed
description We describe and compare two methods for the group sequential design of two-arm experiments with Poisson distributed data, which are based on a normal approximation and exact calculations respectively. A framework to determine near-optimal stopping boundaries is also presented. Using this framework, for a considered example, we demonstrate that a group sequential design could reduce the expected sample size under the null hypothesis by as much as 44% compared to a fixed sample approach. We conclude with a discussion of the advantages and disadvantages of the two presented procedures.
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spelling pubmed-71165402021-01-05 Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables Grayling, Michael J. Wason, James M. S. Mander, Adrian P. Commun Stat Theory Methods Article We describe and compare two methods for the group sequential design of two-arm experiments with Poisson distributed data, which are based on a normal approximation and exact calculations respectively. A framework to determine near-optimal stopping boundaries is also presented. Using this framework, for a considered example, we demonstrate that a group sequential design could reduce the expected sample size under the null hypothesis by as much as 44% compared to a fixed sample approach. We conclude with a discussion of the advantages and disadvantages of the two presented procedures. 2021 2019-06-17 /pmc/articles/PMC7116540/ /pubmed/33408437 http://dx.doi.org/10.1080/03610926.2019.1628273 Text en Published with license by Taylor & Francis Group, LLC http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Grayling, Michael J.
Wason, James M. S.
Mander, Adrian P.
Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title_full Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title_fullStr Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title_full_unstemmed Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title_short Exact group sequential designs for two-arm experiments with Poisson distributed outcome variables
title_sort exact group sequential designs for two-arm experiments with poisson distributed outcome variables
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7116540/
https://www.ncbi.nlm.nih.gov/pubmed/33408437
http://dx.doi.org/10.1080/03610926.2019.1628273
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