knitr::opts_chunk$set( collapse = TRUE, comment = "#>" )
permuco
The permuco
package includes several permutation methods as well as several multiple comparisons procedures. We propose here the citation commonly used in the literature to cite these methods. When reporting a results using permuco
, we suggest to cite the permuco
package [@frossard_permuco], the permutation methods and the multiple comparisons procedure (when using the clusterlm(...)
):
The method
argument set the permutation method for the aovperm(...)
, lmperm(...)
and clusterlm(...)
functions. If you are using a fixed effect linear model (without + Error(...)
in the formula) you can use the following references:
method =
| Reference | Comments
----------------|-----------------------------------------|----------------------------------------------------
freedmand_lane
| @freedman_nonstochastic_1983 | Default method in permuco
kennedy
| @kennedy_randomization_1995 |
manly
| @manly_randomization_1991 |
huh_jhun
| @huh_random_2001
@kheradpajouh_exact_2010 | @huh_random_2001 propose it for factorial design
@kheradpajouh_exact_2010 generalized it to linear model
terBraak
| @terbraak_permutation_1992 |
dekker
| @dekker_sensitivity_2007 |
For repeated measures ANOVA/ANCOVA using aovperm(...)
and clusterlm(...)
(when the formula contains + Error(...)
), the methods are:
method =
| Reference | Comments
--------------------------|------------------------------|----------------------------------
Rd_kheradPajouh_renaud
| @kherad-pajouh_general_2015 | Default method in permuco
Rde_kheradPajouh_renaud
| @kherad-pajouh_general_2015 |
The clusterlm(...)
function has several multiple comparisons procedures implemented. It can be chosen using the multcomp
argument.
multcomp =
| Reference |Parameters | Comments
-----------------------|--------------------------------|---------------|-------------------------------------
clustermass
| @maris_nonparametric_2007
@bullmore_global_1999 | threshold
, aggr_FUN
| Default method in permuco
.
@maris_nonparametric_2007 is used by the EEG community.
troendle
| @troendle_stepwise_1995 | |
minP
| @westfall_resamplingbased_1993 | H
, E
| The default parameters are suggested by @pernet_clusterbased_2015.
tfce
| @smith_thresholdfree_2009 | |
bonferroni
| @dunn_estimation_1958 | |
holm
| @holm_simple_1979 | |
benjamini_hochberg
| @benjamini_controlling_1995 | | Control the FDR.
clusterdepth
| @frossard_cluster_2022 |threshold
|
For completeness and full reproducibility of the results, you can also report the parameters used in the clustermass
,tfce
or clusterdepth
methods.
The permuco
package offers 3 data-sets as example. You will find the reference of the data below:
data-set | Reference
-----------------------------|----------------------------------
attentionshifting_signal
attentionshifting_design
| @tipura_attention_2019
emergencycost
| @heritier_robust_2009
jpah2016
| @cheval_effect_2016
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