A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA
Multiple comparison methods are applied to control the type I error rate at the nominal level. In this study, we investigate the performance of multiple comparison methods after analysis of variance (ANOVA) is implemented under different conditions. We include Bonferroni, Holm, Hochberg, Hommel, Ben...
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| Format: | Article |
| Language: | English |
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Çanakkale Onsekiz Mart University
2024-09-01
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| Series: | Journal of Advanced Research in Natural and Applied Sciences |
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| Online Access: | https://dergipark.org.tr/en/download/article-file/3697600 |
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| _version_ | 1832088384610238464 |
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| author | Hanife Avcı Osman Dağ |
| author_facet | Hanife Avcı Osman Dağ |
| author_sort | Hanife Avcı |
| collection | DOAJ |
| description | Multiple comparison methods are applied to control the type I error rate at the nominal level. In this study, we investigate the performance of multiple comparison methods after analysis of variance (ANOVA) is implemented under different conditions. We include Bonferroni, Holm, Hochberg, Hommel, Benjamini-Hochberg (BH), and Benjamini-Yekutieli (BY) correction methods. Monte-Carlo simulation study is applied to assess their performances under different patterns, including sample size and group number combinations. Wide inferences are drawn on considered methods, and suggestions are provided for selecting appropriate methods. Moreover, the methods are implemented on three different types of real-life data sets to emphasize the importance of these correction methods in the research. |
| format | Article |
| id | doaj-art-2f99ffde7aff4f6bacff7e4e80f35096 |
| institution | Kabale University |
| issn | 2757-5195 |
| language | English |
| publishDate | 2024-09-01 |
| publisher | Çanakkale Onsekiz Mart University |
| record_format | Article |
| series | Journal of Advanced Research in Natural and Applied Sciences |
| spelling | doaj-art-2f99ffde7aff4f6bacff7e4e80f350962025-02-05T18:13:03ZengÇanakkale Onsekiz Mart UniversityJournal of Advanced Research in Natural and Applied Sciences2757-51952024-09-0110349350510.28979/jarnas.1429315453A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVAHanife Avcı0https://orcid.org/0000-0002-1405-9754Osman Dağ1https://orcid.org/0000-0002-1750-8789HACETTEPE UNIVERSITYHACETTEPE UNIVERSITY, SCHOOL OF MEDICINE, DEPARTMENT OF BASIC MEDICAL SCIENCES, DEPARTMENT OF BIOSTATISTICSMultiple comparison methods are applied to control the type I error rate at the nominal level. In this study, we investigate the performance of multiple comparison methods after analysis of variance (ANOVA) is implemented under different conditions. We include Bonferroni, Holm, Hochberg, Hommel, Benjamini-Hochberg (BH), and Benjamini-Yekutieli (BY) correction methods. Monte-Carlo simulation study is applied to assess their performances under different patterns, including sample size and group number combinations. Wide inferences are drawn on considered methods, and suggestions are provided for selecting appropriate methods. Moreover, the methods are implemented on three different types of real-life data sets to emphasize the importance of these correction methods in the research.https://dergipark.org.tr/en/download/article-file/3697600anovamonte carlo simulationpairwise comparisontype i error ratevariance homogeneity |
| spellingShingle | Hanife Avcı Osman Dağ A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA Journal of Advanced Research in Natural and Applied Sciences anova monte carlo simulation pairwise comparison type i error rate variance homogeneity |
| title | A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA |
| title_full | A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA |
| title_fullStr | A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA |
| title_full_unstemmed | A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA |
| title_short | A Comprehensive Monte Carlo Simulation Study on Multiple Comparison Methods after ANOVA |
| title_sort | comprehensive monte carlo simulation study on multiple comparison methods after anova |
| topic | anova monte carlo simulation pairwise comparison type i error rate variance homogeneity |
| url | https://dergipark.org.tr/en/download/article-file/3697600 |
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