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repeated measures ANOVA and PERMANOVA (does it exist?)

5 messages · David Barfknecht, Pedro Lima Pequeno, Botta-Dukát Zoltán +2 more

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Hello all,

I am currently working on a project that uses species occurrence data (0/1) to construct an NMDS ordination where some points are the same location but through time (10 locations X 3 survey times = 30 observations). I want to use ANOSIM and PERMANOVA to look at both individual locations controlling for time and all survey periods controlling for location. Basically, I want to look at location and times as separate factors.  I am curious if anyone have ever had to write a script for repeated measures ANOSIM and/or PERMANOVA. I am aware of how to do the unrepeated measures version of these in the vegan package, but not repeated measures versions. Any suggestions?

If not, are there other methods more appropriate to investigate this?

Thank you in advance for any advice.

Sent from Mail<https://go.microsoft.com/fwlink/?LinkId=550986> for Windows 10
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Hi,

you could ordinate your observations first (e.g. using NMDS or PCoA), and
then model the resulting scores using location and time as predictors (if
you are interested in estimating their independent effects), or using a
repeated-measures Anova or a GLMM with location as random factor  to
account for within-location autocorrelation.

Just in case, Legendre & Gauthier (2014) discuss several approaches for
space-time analyses (
http://rspb.royalsocietypublishing.org/content/281/1778/20132728.short)

Cheers,

Pedro A. C. L. Pequeno

Em ter?a-feira, 23 de janeiro de 2018, David Barfknecht <
dfbarfknecht at outlook.com> escreveu:

  
  
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Hi,

You also try using principal response curves as suggested in this recent 
publication:

dx.doi.org/10.1002/ecs2.2023

Zoltan


2018.01.24. 15:28 keltez?ssel, Pedro Pequeno ?rta:

  
    
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Principal response curves would be a good way to go if you have balanced
data.

My recent paper may be of interest:
Bird, TLF et al.. (2017) Shrub Encroachment Effects on Habitat
Heterogeneity and Beetle Diversity in a Mediterranean Coastal Dune System. Land
Degrad. Develop., 28: 2553?2562. doi: 10.1002/ldr.2807
<http://dx.doi.org/10.1002/ldr.2807>.

I used repeated measures PERMANOVA and ADONIS (a more robust alternative to
anosim) with an unbalanced dataset.
If this seems of interest I can share my code.

Tania

Tania Bird MSc
PhD Student: Multivariate approaches to conserve and restore multi-taxa coastal
dune biodiversity
Dept. of Geography & Environmental Development,
Ben Gurion University, Beer Sheva
https://www.linkedin.com/in/taniabird
birdt at post.bgu.ac.il


On 24 January 2018 at 16:51, Zoltan Botta-Dukat <
botta-dukat.zoltan at okologia.mta.hu> wrote:

            

  
  
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David,

Assuming the distance/similarity measure is non-euclidean (e.g., Bray-Curtis), see attached pdf document containing a previous post on this subject. This approach is based on the one that Marti Anderson describes in Primer.

Good luck,
Steve


Stephen Brewer
jbrewer at olemiss.edu<mailto:jbrewer at olemiss.edu>
Professor
Department of Biology
PO Box 1848
 University of Mississippi
University, Mississippi 38677-1848
 Brewer web page - https://jstephenbrewer.wordpress.com
FAX - 662-915-5144 Phone - 662-202-5877
On Jan 23, 2018, at 3:33 PM, David Barfknecht <dfbarfknecht at outlook.com<mailto:dfbarfknecht at outlook.com>> wrote:
Hello all,

I am currently working on a project that uses species occurrence data (0/1) to construct an NMDS ordination where some points are the same location but through time (10 locations X 3 survey times = 30 observations). I want to use ANOSIM and PERMANOVA to look at both individual locations controlling for time and all survey periods controlling for location. Basically, I want to look at location and times as separate factors.  I am curious if anyone have ever had to write a script for repeated measures ANOSIM and/or PERMANOVA. I am aware of how to do the unrepeated measures version of these in the vegan package, but not repeated measures versions. Any suggestions?

If not, are there other methods more appropriate to investigate this?

Thank you in advance for any advice.

Sent from Mail<https://go.microsoft.com/fwlink/?LinkId=550986> for Windows 10



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