An implementation of N-way repeated measures ANOVA: effect coding, automated unpacking of interactions, and randomization testing
Gladwin, Thomas Edward (2020) An implementation of N-way repeated measures ANOVA: effect coding, automated unpacking of interactions, and randomization testing. MethodsX, 7:100947. ISSN 2215-0161 (Online) (doi:https://doi.org/10.1016/j.mex.2020.100947)
|
PDF (Open Access Article)
28627 GLADWIN_Implementation_Of_N-way_Repeated_Measures_ANOVA_(OA)_2020.pdf - Published Version Available under License Creative Commons Attribution. Download (274kB) | Preview |
Abstract
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.
Item Type: | Article |
---|---|
Uncontrolled Keywords: | repeated measures ANOVA, Matlab, M-file, automated, interactions, open source, algorithm, calculations |
Subjects: | B Philosophy. Psychology. Religion > BF Psychology |
Faculty / School / Research Centre / Research Group: | Faculty of Education, Health & Human Sciences Faculty of Education, Health & Human Sciences > Institute for Lifecourse Development Faculty of Education, Health & Human Sciences > Institute for Lifecourse Development > Centre for Mental Health |
Last Modified: | 23 Jun 2020 13:18 |
URI: | http://gala.gre.ac.uk/id/eprint/28627 |
Actions (login required)
View Item |
Downloads
Downloads per month over past year