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2005 Apr 15
0
code for index of canor analysis
...------------------------
cancor.index<-function(object,x,y,center=T,scale=F){
x<-scale(x,center=center,scale=scale)
y<-scale(y,center=center,scale=scale)
ncor<-length(object$cor)
#number of canonical variables
nx<-dim(object$xco)[1]
#number of X
ny<-dim(object$yco)[1]
#number of Y
xscore<-x%*%(object$xcoe[,1:ncor])
colnames(xscore)<-paste("con",1:ncor,"x",sep=".")
yscore<-y%*%(object$ycoe[,1:ncor])
colnames(yscore)<-paste("con",1:ncor,"y",sep=".")
#canonical score
eigenvalue<-object$cor^2/(1-object$cor^2)
#e...
2007 Oct 23
1
Compute R2 and Q2 in PLS with pls.pcr package
...ed within the validat slot are
the predictions of each observation of Y when leave-one-out cross
validation is applied.
My code is as follows:
> mypls <- mvr(Xtrain, Ytrain, method="SIMPLS", validation="CV",
ncomp=1, niter=nrow(Ytrain))
> Xhat <- mypls$training$Xscores %*% t(mypls$training$Xload)
> R2 <- 1-(sum((Xhat-Xtrain)^2)/sum(Xtrain^2))
> Q2 <- 1-(sum((Ytrain-mypls$validat$Ypred[,,1])^2)/sum(Ytrain^2)
Is this right?
Thank you
Ana
-------------------------------------------
Ana Conesa, PhD
Bioinformatics Department
Centro de Investigac...
2007 May 13
2
Biplot
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