Optimal two-stage group sequential designs based on Mann-Whitney-Wilcoxon test
The Mann-Whitney-Wilcoxon test, often referred to as the Mann-Whitney U test or Wilcoxon rank-sum test, is a non-parametric statistical test used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed. It’s particularly useful for small sa...
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Published in | PloS one Vol. 20; no. 2; p. e0318211 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
20.02.2025
Public Library of Science (PLoS) |
Subjects | |
Online Access | Get full text |
ISSN | 1932-6203 1932-6203 |
DOI | 10.1371/journal.pone.0318211 |
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Abstract | The Mann-Whitney-Wilcoxon test, often referred to as the Mann-Whitney U test or Wilcoxon rank-sum test, is a non-parametric statistical test used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed. It’s particularly useful for small sample sizes or when the assumptions of parametric tests, such as the t-test, are violated, including cases where the data is skewed. This study focuses on the Mann-Whitney-Wilcoxon test for ordinal data, which frequently arises in biomedical research when the proportional odds assumption does not hold. Currently, there are no optimal two-stage randomized clinical trial designs utilizing the Mann-Whitney-Wilcoxon test. To address this research gap, our study proposes optimal two-stage designs based on the Mann-Whitney-Wilcoxon test. We demonstrate the application of these designs through illustrative examples and evaluate their operating characteristics. |
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AbstractList | The Mann-Whitney-Wilcoxon test, often referred to as the Mann-Whitney U test or Wilcoxon rank-sum test, is a non-parametric statistical test used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed. It's particularly useful for small sample sizes or when the assumptions of parametric tests, such as the t-test, are violated, including cases where the data is skewed. This study focuses on the Mann-Whitney-Wilcoxon test for ordinal data, which frequently arises in biomedical research when the proportional odds assumption does not hold. Currently, there are no optimal two-stage randomized clinical trial designs utilizing the Mann-Whitney-Wilcoxon test. To address this research gap, our study proposes optimal two-stage designs based on the Mann-Whitney-Wilcoxon test. We demonstrate the application of these designs through illustrative examples and evaluate their operating characteristics. The Mann-Whitney-Wilcoxon test, often referred to as the Mann-Whitney U test or Wilcoxon rank-sum test, is a non-parametric statistical test used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed. It's particularly useful for small sample sizes or when the assumptions of parametric tests, such as the t-test, are violated, including cases where the data is skewed. This study focuses on the Mann-Whitney-Wilcoxon test for ordinal data, which frequently arises in biomedical research when the proportional odds assumption does not hold. Currently, there are no optimal two-stage randomized clinical trial designs utilizing the Mann-Whitney-Wilcoxon test. To address this research gap, our study proposes optimal two-stage designs based on the Mann-Whitney-Wilcoxon test. We demonstrate the application of these designs through illustrative examples and evaluate their operating characteristics.The Mann-Whitney-Wilcoxon test, often referred to as the Mann-Whitney U test or Wilcoxon rank-sum test, is a non-parametric statistical test used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed. It's particularly useful for small sample sizes or when the assumptions of parametric tests, such as the t-test, are violated, including cases where the data is skewed. This study focuses on the Mann-Whitney-Wilcoxon test for ordinal data, which frequently arises in biomedical research when the proportional odds assumption does not hold. Currently, there are no optimal two-stage randomized clinical trial designs utilizing the Mann-Whitney-Wilcoxon test. To address this research gap, our study proposes optimal two-stage designs based on the Mann-Whitney-Wilcoxon test. We demonstrate the application of these designs through illustrative examples and evaluate their operating characteristics. |
Audience | Academic |
Author | Park, Yeonhee |
AuthorAffiliation | Ege University, Faculty of Medicine, TÜRKIYE 1 Department of Statistics, Sungkyunkwan University, Seoul, South Korea |
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Author_xml | – sequence: 1 givenname: Yeonhee orcidid: 0000-0001-9645-3407 surname: Park fullname: Park, Yeonhee |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/39977443$$D View this record in MEDLINE/PubMed |
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Cites_doi | 10.1016/S1473-3099(20)30483-7 10.1002/sim.1600 10.1080/10543406.2021.1968893 10.1136/bmj.332.7549.1080 10.1191/0962280203sm317ra 10.1161/STROKEAHA.113.002796 10.1016/S0140-6736(20)31022-9 10.1002/sim.1198 10.1161/STROKEAHA.117.020194 10.1002/sim.4780141408 10.1081/SQA-200027053 10.1093/cid/ciaa1176 10.1177/09622802221107103 10.1016/0197-2456(89)90015-9 10.1002/sim.2251 10.1093/biomet/93.1.1 10.1001/2013.jamainternmed.30 10.1002/sim.4780122404 10.1212/WNL.0000000000006554 10.1161/01.STR.0000119385.56094.32 10.1161/01.STR.26.11.2027 10.1212/NXI.0000000000000588 10.1161/01.STR.19.5.604 |
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Copyright | Copyright: © 2025 Park. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. COPYRIGHT 2025 Public Library of Science 2025 Park. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2025 Park 2025 Park 2025 Park. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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SubjectTerms | Analysis Clinical trials COVID-19 Dependent variables Humans Hypotheses Mann-Whitney U test Medical research Medicine and Health Sciences Patients Performance evaluation Physical Sciences Prevention Random variables Randomized Controlled Trials as Topic Research and Analysis Methods Research Design Risk factors Sample Size Statistical analysis Statistical tests Statistics Statistics, Nonparametric Stroke (Disease) |
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Title | Optimal two-stage group sequential designs based on Mann-Whitney-Wilcoxon test |
URI | https://www.ncbi.nlm.nih.gov/pubmed/39977443 https://www.proquest.com/docview/3169104951 https://www.proquest.com/docview/3169177162 https://pubmed.ncbi.nlm.nih.gov/PMC11841899 https://doaj.org/article/7d2cba1e471d4a19946051f6e185e14a http://dx.doi.org/10.1371/journal.pone.0318211 |
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