High-resolution 2D TPD (Trait Probability Density) estimation for a taxonomic group.
make.TPD.2D.high.def <- function(targetGroupName, PCAImpute, alphaUse = 0.95,
saveFile = paste0(getwd(), "/TPDs2DHighDef.rds")) {
require(TPD)
cat(paste("\n ESTIMATING TPDs for: ", targetGroupName, "\n"))
dimensions <- 2
traitsUSE <- PCAImpute$traitsUse[, 1:dimensions]
colnames(traitsUSE) <- paste0("Comp.", 1:2)
gridSize <- 200
sdTraits <- sqrt(diag(Hpi.diag(traitsUSE)))
TPDsAux <- TPDsMean(
species = rownames(traitsUSE),
means = traitsUSE,
sds = matrix(rep(sdTraits, nrow(traitsUSE)), byrow = TRUE, ncol = dimensions),
alpha = alphaUse,
n_divisions = gridSize
)
saveRDS(TPDsAux, saveFile)
TPDsAux <- NULL
gc()
}