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Sample size determination with a pilot study

We analyse standard confidence intervals for the mean of a finite population, with a view to sample size determination. We first consider a standard method for sample size determination based on the assumption of knowledge of the population variance parameter. We then consider the more realistic cas...

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Detalles Bibliográficos
Autor principal: O’Neill, Ben
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8846519/
https://www.ncbi.nlm.nih.gov/pubmed/35167592
http://dx.doi.org/10.1371/journal.pone.0262804
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author O’Neill, Ben
author_facet O’Neill, Ben
author_sort O’Neill, Ben
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description We analyse standard confidence intervals for the mean of a finite population, with a view to sample size determination. We first consider a standard method for sample size determination based on the assumption of knowledge of the population variance parameter. We then consider the more realistic case where the population variance is treated as an unknown, and we derive a new method of sample size determination that accounts for the uncertainty in this parameter. We develop a sample size calculation method based on a preliminary sample of data which allows us to increase the accuracy of our inference by some specified amount with a specified level of confidence. We compare this method to the standard method.
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spelling pubmed-88465192022-02-16 Sample size determination with a pilot study O’Neill, Ben PLoS One Research Article We analyse standard confidence intervals for the mean of a finite population, with a view to sample size determination. We first consider a standard method for sample size determination based on the assumption of knowledge of the population variance parameter. We then consider the more realistic case where the population variance is treated as an unknown, and we derive a new method of sample size determination that accounts for the uncertainty in this parameter. We develop a sample size calculation method based on a preliminary sample of data which allows us to increase the accuracy of our inference by some specified amount with a specified level of confidence. We compare this method to the standard method. Public Library of Science 2022-02-15 /pmc/articles/PMC8846519/ /pubmed/35167592 http://dx.doi.org/10.1371/journal.pone.0262804 Text en © 2022 Ben O’Neill https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
O’Neill, Ben
Sample size determination with a pilot study
title Sample size determination with a pilot study
title_full Sample size determination with a pilot study
title_fullStr Sample size determination with a pilot study
title_full_unstemmed Sample size determination with a pilot study
title_short Sample size determination with a pilot study
title_sort sample size determination with a pilot study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8846519/
https://www.ncbi.nlm.nih.gov/pubmed/35167592
http://dx.doi.org/10.1371/journal.pone.0262804
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