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Statistical tests under Dallal’s model: Asymptotic and exact methods
This paper proposes asymptotic and exact methods for testing the equality of correlations for multiple bilateral data under Dallal’s model. Three asymptotic test statistics are derived for large samples. Since they are not applicable to small data, several conditional and unconditional exact methods...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7704015/ https://www.ncbi.nlm.nih.gov/pubmed/33253215 http://dx.doi.org/10.1371/journal.pone.0242722 |
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author | Li, Zhiming Ma, Changxing Ai, Mingyao |
author_facet | Li, Zhiming Ma, Changxing Ai, Mingyao |
author_sort | Li, Zhiming |
collection | PubMed |
description | This paper proposes asymptotic and exact methods for testing the equality of correlations for multiple bilateral data under Dallal’s model. Three asymptotic test statistics are derived for large samples. Since they are not applicable to small data, several conditional and unconditional exact methods are proposed based on these three statistics. Numerical studies are conducted to compare all these methods with regard to type I error rates (TIEs) and powers. The results show that the asymptotic score test is the most robust, and two exact tests have satisfactory TIEs and powers. Some real examples are provided to illustrate the effectiveness of these tests. |
format | Online Article Text |
id | pubmed-7704015 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-77040152020-12-03 Statistical tests under Dallal’s model: Asymptotic and exact methods Li, Zhiming Ma, Changxing Ai, Mingyao PLoS One Research Article This paper proposes asymptotic and exact methods for testing the equality of correlations for multiple bilateral data under Dallal’s model. Three asymptotic test statistics are derived for large samples. Since they are not applicable to small data, several conditional and unconditional exact methods are proposed based on these three statistics. Numerical studies are conducted to compare all these methods with regard to type I error rates (TIEs) and powers. The results show that the asymptotic score test is the most robust, and two exact tests have satisfactory TIEs and powers. Some real examples are provided to illustrate the effectiveness of these tests. Public Library of Science 2020-11-30 /pmc/articles/PMC7704015/ /pubmed/33253215 http://dx.doi.org/10.1371/journal.pone.0242722 Text en © 2020 Li et al 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 author and source are credited. |
spellingShingle | Research Article Li, Zhiming Ma, Changxing Ai, Mingyao Statistical tests under Dallal’s model: Asymptotic and exact methods |
title | Statistical tests under Dallal’s model: Asymptotic and exact methods |
title_full | Statistical tests under Dallal’s model: Asymptotic and exact methods |
title_fullStr | Statistical tests under Dallal’s model: Asymptotic and exact methods |
title_full_unstemmed | Statistical tests under Dallal’s model: Asymptotic and exact methods |
title_short | Statistical tests under Dallal’s model: Asymptotic and exact methods |
title_sort | statistical tests under dallal’s model: asymptotic and exact methods |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7704015/ https://www.ncbi.nlm.nih.gov/pubmed/33253215 http://dx.doi.org/10.1371/journal.pone.0242722 |
work_keys_str_mv | AT lizhiming statisticaltestsunderdallalsmodelasymptoticandexactmethods AT machangxing statisticaltestsunderdallalsmodelasymptoticandexactmethods AT aimingyao statisticaltestsunderdallalsmodelasymptoticandexactmethods |