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#-----------------
#' two way anova only for the biclusterd matrix
#' diagnostics of the biclustered matrix
#' @dset stands for the dataset,
#' @bres stands for biclust result, should be one of fabia, biclust or isa2
#' @fit a parameter takes string; 'all'(all plots in one frame), 'mean', 'median', 'variance' or 'mad'.
#' @gby, group by 'conditions' or 'genes'
#----------------
exploreOnlybic<-function(dset,bres,pfor="all",gby="genes",mname="biclust",bnum=1,fabia.thresZ=0.5,fabia.thresL=NULL){
# Change of variable name (to have same name convention as 'explorebic')
fit <- pfor
if(any(!mname %in% c("fabia","isa2","biclust","bicare"))){
stop("`mname' must be one of `fabia',`isa2', 'biclust' or 'bicare'")
}
if(any(!gby %in% c("genes","conditions"))){
stop("`gby' must be one of Genes' or 'Condtions'")
}
if(any(!fit %in% c("all","mean","median","variance","mad"))){
stop("`fit' must be one of `all','mean','median','variance','mad'")
}
indgc<-indexedBic(dset,bres,mname,bnum,fabia.thresZ=fabia.thresZ,fabia.thresL=fabia.thresL)# returns the required indecies based on thier method names
indg<-indgc[[1]]
indc<-indgc[[2]]
bic<-dset[indg,indc]
#two way anova
#for all biclust genes
if(gby=="genes"){
bgmed<-bgmen<-bgvar<-bgmad<-vector()
for(i in 1:nrow(bic)){
bgmed<-c(bgmed,median(bic[i,]))
bgmen<-c(bgmen,mean(bic[i,]))
bgvar<-c(bgvar,var(bic[i,]))
bgmad<-c(bgmad,mad(bic[i,]))
}
bgall<-list(bgmed,bgmen,bgvar,bgmad)
plotOnlybic(bgall,fit,gby)
}
#for all conditions
if(gby=="conditions"){
bcmed<-bcmen<-bcvar<-bcmad<-vector()
for(i in 1:ncol(bic)){
bcmed<-c(bcmed,median(bic[,i]))
bcmen<-c(bcmen,mean(bic[,i]))
bcvar<-c(bcvar,var(bic[,i]))
bcmad<-c(bcmad,mad(bic[,i]))
}
bcall<-list(bcmed,bcmen,bcvar,bcmad)
plotOnlybic(bcall,fit,gby)
}
}
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