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Add the modified pseudo F statistic from Anderson et al 2017 to account for heterogeneity in adonis/adonis2 #491

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gavinsimpson opened this issue Feb 28, 2022 · 2 comments

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@gavinsimpson
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gavinsimpson commented Feb 28, 2022

Anderson et al (2017: doi: 10.1111/anzs.12176) have proposed a modification to the pseudo F statistic in PERMANOVA that accounts for group heterogeneity.

The modified F is:

Screenshot from 2022-02-28 13-11-21

and provide an efficient way to get the group dispersions from the projection matrix that forms part of the calculation of F. This should fit nicely with our permutation-based testing.

Anderseon et al (2017) also provide two bootstrap-based testing options which we might explore, but these are of lesser priority.

Thoughts? (I can pass on the paper if you don't have access to it)

@MoREpro
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MoREpro commented Aug 3, 2023

I would really need this modified F as my data have a very unbalanced design and the dispersion is heavily inhomogeneous in different groups. H would be really happy to see this implemented but unfortunately I’m not able to do it.

@caonetto
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Same here.

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