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Inference for One-Way ANOVA with Equicorrelation Error Structure
We consider inferences in a one-way ANOVA model with equicorrelation error structures. Hypotheses of the equality of the means are discussed. A generalized F-test has been proposed by in the literature to compare the means of all populations. However, they did not discuss the performance of that tes...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4090520/ https://www.ncbi.nlm.nih.gov/pubmed/25110729 http://dx.doi.org/10.1155/2014/341617 |
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author | Mu, Weiyan Wang, Xiaojing |
author_facet | Mu, Weiyan Wang, Xiaojing |
author_sort | Mu, Weiyan |
collection | PubMed |
description | We consider inferences in a one-way ANOVA model with equicorrelation error structures. Hypotheses of the equality of the means are discussed. A generalized F-test has been proposed by in the literature to compare the means of all populations. However, they did not discuss the performance of that test. We propose two methods, a generalized pivotal quantities-based method and a parametric bootstrap method, to test the hypotheses of equality of the means. We compare the empirical performance of the proposed tests with the generalized F-test. It can be seen from the simulation results that the generalized F-test does not perform well in terms of Type I error rate, and the proposed tests perform much better. We also provide corresponding simultaneous confidence intervals for all pair-wise differences of the means, whose coverage probabilities are close to the confidence level. |
format | Online Article Text |
id | pubmed-4090520 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-40905202014-08-10 Inference for One-Way ANOVA with Equicorrelation Error Structure Mu, Weiyan Wang, Xiaojing ScientificWorldJournal Research Article We consider inferences in a one-way ANOVA model with equicorrelation error structures. Hypotheses of the equality of the means are discussed. A generalized F-test has been proposed by in the literature to compare the means of all populations. However, they did not discuss the performance of that test. We propose two methods, a generalized pivotal quantities-based method and a parametric bootstrap method, to test the hypotheses of equality of the means. We compare the empirical performance of the proposed tests with the generalized F-test. It can be seen from the simulation results that the generalized F-test does not perform well in terms of Type I error rate, and the proposed tests perform much better. We also provide corresponding simultaneous confidence intervals for all pair-wise differences of the means, whose coverage probabilities are close to the confidence level. Hindawi Publishing Corporation 2014 2014-06-19 /pmc/articles/PMC4090520/ /pubmed/25110729 http://dx.doi.org/10.1155/2014/341617 Text en Copyright © 2014 W. Mu and X. Wang. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Mu, Weiyan Wang, Xiaojing Inference for One-Way ANOVA with Equicorrelation Error Structure |
title | Inference for One-Way ANOVA with Equicorrelation Error Structure |
title_full | Inference for One-Way ANOVA with Equicorrelation Error Structure |
title_fullStr | Inference for One-Way ANOVA with Equicorrelation Error Structure |
title_full_unstemmed | Inference for One-Way ANOVA with Equicorrelation Error Structure |
title_short | Inference for One-Way ANOVA with Equicorrelation Error Structure |
title_sort | inference for one-way anova with equicorrelation error structure |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4090520/ https://www.ncbi.nlm.nih.gov/pubmed/25110729 http://dx.doi.org/10.1155/2014/341617 |
work_keys_str_mv | AT muweiyan inferenceforonewayanovawithequicorrelationerrorstructure AT wangxiaojing inferenceforonewayanovawithequicorrelationerrorstructure |