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Measures of precision for dissimilarity-based multivariate analysis of ecological communities
Ecological studies require key decisions regarding the appropriate size and number of sampling units. No methods currently exist to measure precision for multivariate assemblage data when dissimilarity-based analyses are intended to follow. Here, we propose a pseudo multivariate dissimilarity-based...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons Ltd
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4311441/ https://www.ncbi.nlm.nih.gov/pubmed/25438826 http://dx.doi.org/10.1111/ele.12385 |
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author | Anderson, Marti J Santana-Garcon, Julia |
author_facet | Anderson, Marti J Santana-Garcon, Julia |
author_sort | Anderson, Marti J |
collection | PubMed |
description | Ecological studies require key decisions regarding the appropriate size and number of sampling units. No methods currently exist to measure precision for multivariate assemblage data when dissimilarity-based analyses are intended to follow. Here, we propose a pseudo multivariate dissimilarity-based standard error (MultSE) as a useful quantity for assessing sample-size adequacy in studies of ecological communities. Based on sums of squared dissimilarities, MultSE measures variability in the position of the centroid in the space of a chosen dissimilarity measure under repeated sampling for a given sample size. We describe a novel double resampling method to quantify uncertainty in MultSE values with increasing sample size. For more complex designs, values of MultSE can be calculated from the pseudo residual mean square of a permanova model, with the double resampling done within appropriate cells in the design. R code functions for implementing these techniques, along with ecological examples, are provided. |
format | Online Article Text |
id | pubmed-4311441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | John Wiley & Sons Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-43114412015-02-09 Measures of precision for dissimilarity-based multivariate analysis of ecological communities Anderson, Marti J Santana-Garcon, Julia Ecol Lett Letters Ecological studies require key decisions regarding the appropriate size and number of sampling units. No methods currently exist to measure precision for multivariate assemblage data when dissimilarity-based analyses are intended to follow. Here, we propose a pseudo multivariate dissimilarity-based standard error (MultSE) as a useful quantity for assessing sample-size adequacy in studies of ecological communities. Based on sums of squared dissimilarities, MultSE measures variability in the position of the centroid in the space of a chosen dissimilarity measure under repeated sampling for a given sample size. We describe a novel double resampling method to quantify uncertainty in MultSE values with increasing sample size. For more complex designs, values of MultSE can be calculated from the pseudo residual mean square of a permanova model, with the double resampling done within appropriate cells in the design. R code functions for implementing these techniques, along with ecological examples, are provided. John Wiley & Sons Ltd 2015-01 2014-12-01 /pmc/articles/PMC4311441/ /pubmed/25438826 http://dx.doi.org/10.1111/ele.12385 Text en © 2014 The Authors. Ecology Letters published by John Wiley & Sons Ltd and CNRS. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made. |
spellingShingle | Letters Anderson, Marti J Santana-Garcon, Julia Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title | Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title_full | Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title_fullStr | Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title_full_unstemmed | Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title_short | Measures of precision for dissimilarity-based multivariate analysis of ecological communities |
title_sort | measures of precision for dissimilarity-based multivariate analysis of ecological communities |
topic | Letters |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4311441/ https://www.ncbi.nlm.nih.gov/pubmed/25438826 http://dx.doi.org/10.1111/ele.12385 |
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