getRMSE: get RMSE from mvr object
In chengvt/cheng: cheng

Description Usage Arguments Examples

Alternative to pls package's 'RMSEP'. While 'RMSEP' requires a 'newdata' dataframe which combines both predictors and target, 'getRMSE' lets you put in 'newx' and 'newy' separately. Aside from that, declaring 'estimate' in 'getRMSE' remind you which value you got.

1 2	getRMSE(mvr, ncomp = mvr$ncomp, estimate, newx = NULL, newy = NULL, showprint = TRUE)

`mvr`	mvr object
`ncomp`	number of component
`estimate`	a subset of c("train", "CV", "test")
`newx`	predictors for test group
`newy`	measured value for test group
`showprint`	show result in console

require(pls)
data(yarn)
model <- plsr(density ~ NIR, 6, data = yarn, validation = "CV")
RMSEP(model)
getRMSE(model, estimate = "train") # return RMSE at particular ncomp without intercept value
getRMSE(model, estimate = "CV")