Testing difference between diversity indices with vegan::oecosimu
Standard Hypothesis statistical testing often starts with the null hypothesis that 2 things are identical, or that 2 population means are identical. The p value is then used to reject this null and accept the alternative, that they are indeed different. Practically we're actually asking if we have enough information to indeed say they are different. I do agree though that stopping there is a bit silly. If there is a statistical difference then we next need to look at the effect size or in other words the magnitude of the difference and decide if this is ecologically meaningful. Chris Howden B.Sc. (Hons) GStat. Founding Partner Evidence Based Strategic Development, IP Commercialisation and Innovation, Data Analysis, Modelling and Training (mobile) 0410 689 945 (fax) +612 4782 9023 chris at trickysolutions.com.au Disclaimer: The information in this email and any attachments to it are confidential and may contain legally privileged information.?If you are not the named or intended recipient, please delete this communication and contact us immediately.?Please note you are not authorised to copy, use or disclose this communication or any attachments without our consent. Although this email has been checked by anti-virus software, there is a risk that email messages may be corrupted or infected by viruses or other interferences. No responsibility is accepted for such interference. Unless expressly stated, the views of the writer are not those of the company. Tricky Solutions always does our best to provide accurate forecasts and analyses based on the data supplied, however it is possible that some important predictors were not included in the data sent to us. Information provided by us should not be solely relied upon when making decisions and clients should use their own judgement. -----Original Message----- From: r-sig-ecology-bounces at r-project.org [mailto:r-sig-ecology-bounces at r-project.org] On Behalf Of David Valentim Dias Sent: Thursday, 26 April 2012 2:36 PM To: r-sig-ecology at r-project.org Subject: Re: [R-sig-eco] Testing difference between diversity indices with vegan::oecosimu Hello Cichini, I cannot help with your code but seems like you have a silly hypothesis. Think about it: Probability of two communities to be identical? You need to restate it in some more useful way. We already know most things are different but with what magnitude? Which factors are causing these changes? How these changes matter from the environment and us? 2012/4/25 Chris Howden <chris at trickysolutions.com.au>
Why not try some type of ANOVA style glm? Chris Howden Founding Partner Tricky Solutions Tricky Solutions 4 Tricky Problems Evidence Based Strategic Development, IP Commercialisation and Innovation, Data Analysis, Modelling and Training (mobile) 0410 689 945 (fax / office) chris at trickysolutions.com.au Disclaimer: The information in this email and any attachments to it are confidential and may contain legally privileged information. If you are not the named or intended recipient, please delete this communication and contact us immediately. Please note you are not authorised to copy, use or disclose this communication or any attachments without our consent. Although this email has been checked by anti-virus software, there is a risk that email messages may be corrupted or infected by viruses or other interferences. No responsibility is accepted for such interference. Unless expressly stated, the views of the writer are not those of the company. Tricky Solutions always does our best to provide accurate forecasts and analyses based on the data supplied, however it is possible that some important predictors were not included in the data sent to us. Information provided by us should not be solely relied upon when making decisions and clients should use their own judgement. On 26/04/2012, at 7:19, Kay Cichini <kay.cichini at gmail.com> wrote:
Hello all, I'd like to test if total diversity differs between two communities. For each community several samples were taken and abundances collapsed over groups to compute total diversity for each group. I tried to use vegan::oecosimu to test non-randomness of my statisitc (difference in Simpson-Diversity indices of collapsed abundances) - however, I am not quite sure if I oversee posssible pitfalls: library(vegan) data(dune) # a grouping variable: gr <- gl(2, nrow(dune)/2) divdiff <- function(x) abs(diversity(colSums(x[gr == "1", ]), "simp")
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diversity(colSums(x[gr == "2", ]), "simp")) # testing function: divdiff(dune) oecosimu(dune, divdiff, "r2dtable", nsimul = 1999) # oecosimu with 1999 simulations # simulation method r2dtable # alternative hypothesis: true mean is not equal to the statistic # statistic z 2.5% 50% 97.5% Pr(sim.) # statistic 0.00275 -0.20996 0.00013 0.00280 0.01 0.98 [[alternative HTML version deleted]]
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