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Outlier removal in R with MAD criterion: equations taken from [Leys et al (2013)](http://www.sciencedirect.com/science/article/pii/S0022103113000668).
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require(plyr) | |
require(dplyr) | |
data.outliersRemoved<-ddply(data, .(withinIV1, withinIV2), function(d){ | |
limits.outliers = median(d$DV) + 2.5*c(-1, 1)*mad(d$DV)) | |
d$DV[which(((d$DV - limits.outliers[1])*(limits.outliers[2] - d$DV)) <= 0)]<-NA | |
return(d) | |
}) |
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