X-Git-Url: https://git.auder.net/?a=blobdiff_plain;f=pkg%2FR%2Fselectiontotale.R;fp=pkg%2FR%2Fselectiontotale.R;h=0000000000000000000000000000000000000000;hb=4cc632c9a1e1d93e9a43a402d1361f23afc50e5e;hp=2cdac38f87d7c4c4fd1944b3e13a61b8f90a471e;hpb=086ca318ed5580e961ceda3f1e122a2da58e4427;p=valse.git diff --git a/pkg/R/selectiontotale.R b/pkg/R/selectiontotale.R deleted file mode 100644 index 2cdac38..0000000 --- a/pkg/R/selectiontotale.R +++ /dev/null @@ -1,56 +0,0 @@ -#Return a list of outputs, for each lambda in grid: selected,Rho,Pi -selectiontotale = function(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda,X,Y,thresh,tau, parallel = FALSE){ - if (parallel) { - require(parallel) - cl = parallel::makeCluster( parallel::detectCores() / 4) # <-- ça devrait être un argument - parallel::clusterExport(cl=cl, - varlist=c("phiInit","rhoInit","gamInit","mini","maxi","glambda","X","Y","thresh","tau"), - envir=environment()) - #Pour chaque lambda de la grille, on calcule les coefficients - out = parLapply(cl, 1:length(glambda), function(lambdaIndex) - { - params = - EMGLLF(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda[lambdaIndex],X,Y,tau) - - p = dim(phiInit)[1] - m = dim(phiInit)[2] - #selectedVariables: list where element j contains vector of selected variables in [1,m] - selectedVariables = lapply(1:p, function(j) { - #from boolean matrix mxk of selected variables obtain the corresponding boolean m-vector, - #and finally return the corresponding indices - seq_len(m)[ apply( abs(params$phi[j,,]) > thresh, 1, any ) ] - }) - - list("selected"=selectedVariables,"Rho"=params$Rho,"Pi"=params$Pi) - }) - parallel::stopCluster(cl) - } - else { - selectedVariables = list() - Rho = list() - Pi = list() - cpt = 1 - #Pour chaque lambda de la grille, on calcule les coefficients - for (lambdaIndex in 1:length(glambda)){ - print(lambdaIndex) - params = - EMGLLF(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda[lambdaIndex],X,Y,tau) - p = dim(phiInit)[1] - m = dim(phiInit)[2] - #selectedVariables: list where element j contains vector of selected variables in [1,m] - if (sum(params$phi) != 0){ - selectedVariables[[cpt]] = sapply(1:p, function(j) { - #from boolean matrix mxk of selected variables obtain the corresponding boolean m-vector, - #and finally return the corresponding indices - c(seq_len(m)[ apply( abs(params$phi[j,,]) > thresh, 1, any ) ], rep(0, m-length(seq_len(m)[ apply( abs(params$phi[j,,]) > thresh, 1, any ) ] ) )) - }) - if (length(unique(selectedVariables)) == length(selectedVariables)){ - Rho[[cpt]] = params$rho - Pi[[cpt]] = params$pi - cpt = cpt+1 - } - } - } - list("selected"=selectedVariables,"Rho"=Rho,"Pi"=Pi) - } -} \ No newline at end of file