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An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing

The paper presents the details of an implementation of repeated measures ANOVA, consisting of a set of functions to organize data and represent contrasts to be tested and run statistical tests. The implementation is focused on uses common in experimental psychology. An arbitrary number of within-sub...

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Detalles Bibliográficos
Autor principal: Gladwin, Thomas Edward
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7315100/
https://www.ncbi.nlm.nih.gov/pubmed/32612937
http://dx.doi.org/10.1016/j.mex.2020.100947
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author Gladwin, Thomas Edward
author_facet Gladwin, Thomas Edward
author_sort Gladwin, Thomas Edward
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description The paper presents the details of an implementation of repeated measures ANOVA, consisting of a set of functions to organize data and represent contrasts to be tested and run statistical tests. The implementation is focused on uses common in experimental psychology. An arbitrary number of within-subject factors, each with an arbitrary number of levels, can be used. A non-parametric, randomization- and permutation-based formulation of repeated measures ANOVA was defined and implemented. Methods for testing interactions with categorical and continuous between-subject variables are implemented. Post-hoc tests for exploring interactions are automated. Simulations indicate correct control of false positive rate for all types of test. The software provides output with statistics including p-values and partial eta squared. -. An open source implementation of repeated measures ANOVA based on effect coding. -. Generates p-values and automatized unpacking of interactions for N-factor designs. -. A non-parametric test is defined based on permutation tests.
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spelling pubmed-73151002020-06-30 An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing Gladwin, Thomas Edward MethodsX Psychology The paper presents the details of an implementation of repeated measures ANOVA, consisting of a set of functions to organize data and represent contrasts to be tested and run statistical tests. The implementation is focused on uses common in experimental psychology. An arbitrary number of within-subject factors, each with an arbitrary number of levels, can be used. A non-parametric, randomization- and permutation-based formulation of repeated measures ANOVA was defined and implemented. Methods for testing interactions with categorical and continuous between-subject variables are implemented. Post-hoc tests for exploring interactions are automated. Simulations indicate correct control of false positive rate for all types of test. The software provides output with statistics including p-values and partial eta squared. -. An open source implementation of repeated measures ANOVA based on effect coding. -. Generates p-values and automatized unpacking of interactions for N-factor designs. -. A non-parametric test is defined based on permutation tests. Elsevier 2020-06-02 /pmc/articles/PMC7315100/ /pubmed/32612937 http://dx.doi.org/10.1016/j.mex.2020.100947 Text en © 2020 The Author(s). Published by Elsevier B.V. http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Psychology
Gladwin, Thomas Edward
An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title_full An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title_fullStr An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title_full_unstemmed An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title_short An implementation of N-way repeated measures ANOVA: Effect coding, automated unpacking of interactions, and randomization testing
title_sort implementation of n-way repeated measures anova: effect coding, automated unpacking of interactions, and randomization testing
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7315100/
https://www.ncbi.nlm.nih.gov/pubmed/32612937
http://dx.doi.org/10.1016/j.mex.2020.100947
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