Improved testing of species traits-environment relationships in the fourth corner problem. ter Braak, C., Cormont, A., & Dray, S. Ecology, 93:1525-1526, 2012. abstract bibtex The fourth-corner problem entails estimation and statistical testing of the relationship between species traits and environmental variables from the analysis of three data tables. In a 2008 paper, S. Dray and P. Legendre proposed and evaluated five permutation methods for statistical significance testing, including a new two-step testing procedure. However, none of these attained the correct type I error in all cases of interest. We solve this problem by showing that a small modification of their two-step procedure controls the type I error in all cases. The modification consists of adjusting the significance level from sqrt(alpha) to alpha or, equivalently, of reporting the maximum of the individual P values as the final one. The test is also applicable to the three-table ordination method RLQ.
@article{
title = {Improved testing of species traits-environment relationships in the fourth corner problem},
type = {article},
year = {2012},
pages = {1525-1526},
volume = {93},
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created = {2012-02-29T11:54:07.000Z},
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abstract = {The fourth-corner problem entails estimation and statistical testing of the relationship between species traits and environmental variables from the analysis of three data tables. In a 2008 paper, S. Dray and P. Legendre proposed and evaluated five permutation methods for statistical significance testing, including a new two-step testing procedure. However, none of these attained the correct type I error in all cases of interest. We solve this problem by showing that a small modification of their two-step procedure controls the type I error in all cases. The modification consists of adjusting the significance level from sqrt(alpha) to alpha or, equivalently, of reporting the maximum of the individual P values as the final one. The test is also applicable to the three-table ordination method RLQ.},
bibtype = {article},
author = {ter Braak, C.J.F. and Cormont, A. and Dray, Stéphane},
journal = {Ecology}
}
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