--- /dev/null
+generateRunSaveTest_EMGrank = function(n=200, p=15, m=10, k=3, mini=5, maxi=10, gamma=1.0, rank = c(1,2,4)){
+ testFolder = "data/"
+ dir.create(testFolder, showWarnings=FALSE, mode="0755")
+ delimiter = " "
+
+ tau = 1e-6
+
+ pi = rep(1.0/k, k)
+ rho = array(0, dim=c(m,m,k))
+
+ for(i in 1:k){
+ rho[,,i] = diag(1,m)
+ }
+
+ #Generate X and Y
+ generateIOdef = generateIOdefault(n, p, m, k)
+
+ #save inputs
+ write.table(paste(testFolder,"rho",sep=""), rho, sep=delimiter)
+ write.table(paste(testFolder,"pi",sep=""), pi, sep=delimiter)
+ write.table(paste(testFolder,"mini",sep=""), mini, sep=delimiter)
+ write.table(paste(testFolder,"maxi",sep=""), maxi, sep=delimiter)
+ write.table(paste(testFolder,"X",sep=""), generateIOdef$X sep=delimiter)
+ write.table(paste(testFolder,"Y",sep=""), generateIOdef$Y, sep=delimiter)
+ write.table(paste(testFolder,"tau",sep=""), tau, sep=delimiter)
+ write.table(paste(testFolder,"rank",sep=""), rank, sep=delimiter)
+ write.table(paste(testFolder,"dimensions",sep=""), c(n,p,m,k), sep=delimiter)
+
+ EMG_rank = EMG(pi,rho,mini,maxi,X,Y,tau,rank)
+
+ #save output
+ write.table(paste(testFolder,"phi",sep=""), EMG_rank$phi, sep=delimiter)
+ write.table(paste(testFolder,"LLF",sep=""), EMG_rank$LLF, sep=delimiter)
+}
-generateRunSaveTest_constructionModelesLassoMLE = function(n, p, m, k, mini, maxi, gamma, glambda, varargin){
- #set defaults for optional inputs
- optargs = c(200 15 10 3 5 10 1.0 list(0.0,0.01,0.02,0.03,0.05,0.1,0.2,0.3,0.5,0.7,0.85,0.99))
- #replace defaults by user parameters
- optargs[1:length(varargin)] = varargin
- n = optargs[1]
- p = optargs[2]
- m = optargs[3]
- k = optargs[4]
- mini = optargs[5]
- maxi = optargs[6]
- gamma = optargs[7]
- glambda = optargs[8]
- tau = 1e-6
- seuil = 1e-15
- L = length(glambda)
+generateRunSaveTest_constructionModelesLassoMLE = function(n=200, p=15, m=10, k=3, mini=5, maxi=10, gamma=1.0, glambda=list(0.0,0.01,0.02,0.03,0.05,0.1,0.2,0.3,0.5,0.7,0.85,0.99)){
+ testFolder = "data/"
+ dir.create(testFolder, showWarnings=FALSE, mode="0755")
+ delimiter = " "
#Generate phiInit,piInit,...
- basicInit = basicInitParameters(n, p, m, k)
- phiInit = basicInit$phiInit
- rhoInit = basicInit$rhoInit
- piInit = basicInit$piInit
- gamInit = basicInit$gamInit
-
- #Generate X and Y
- generateIOdef = generateIOdefault(n, p, m, k)
- X = generateIOdef$X
- Y = generateIOdef$Y
+ params = basicInitParameters(n, p, m, k)
+ #save inputs
+ write.table(paste(testFolder,"phiInit",sep=""), params$phiInit, sep=delimiter)
+ write.table(paste(testFolder,"rhoInit",sep=""), params$rhoInit, sep=delimiter)
+ write.table(paste(testFolder,"piInit",sep=""), params$piInit, sep=delimiter)
+ write.table(paste(testFolder,"gamInit",sep=""), params$gamInit, sep=delimiter)
+ write.table(paste(testFolder,"mini",sep=""), mini, sep=delimiter)
+ write.table(paste(testFolder,"maxi",sep=""), maxi, sep=delimiter)
+ write.table(paste(testFolder,"gamma",sep=""), gamma, sep=delimiter)
+ write.table(paste(testFolder,"lambda",sep=""), lambda, sep=delimiter)
+ write.table(paste(testFolder,"X",sep=""), io$X, sep=delimiter)
+ write.table(paste(testFolder,"Y",sep=""), io$Y, sep=delimiter)
+ write.table(paste(testFolder,"tau",sep=""), tau, sep=delimiter)
+ write.table(paste(testFolder,"dimensions",sep=""), c(n,p,m,k), sep=delimiter)
+
A2 = array(0, dim=c(p, m+1, L))
A1 = array(0, dim=c(p, m+1, L))
for(i in 1:L){
- for(j in 1:p){
- A2[j, 1, i] = j
- A1[j, 1, i] = j
- }
- for(k in 1:5){
- A2[k,2,i] = k
- A1[k,2,i] = k
- }
+ A2[,1,i] = seq(1,p)
+ A2[,2,i] = seq(1,5)
+ A1[,1, i] = seq(1,p)
+ A1[,2,i] = seq(1,5)
}
-
- testFolder = 'data/'
- dir.create(testFolder)
- delimiter = ' '
-
- #save inputs
- write(strcat(testFolder,'phiInit'), reshape(phiInit,1), delimiter)
- write(strcat(testFolder,'rhoInit'), reshape(rhoInit,1), delimiter)
- write(strcat(testFolder,'piInit'), piInit, delimiter)
- write(strcat(testFolder,'gamInit'), reshape(gamInit,1), delimiter)
- write(strcat(testFolder,'mini'), mini, delimiter)
- write(strcat(testFolder,'maxi'), maxi, delimiter)
- write(strcat(testFolder,'gamma'), gamma, delimiter)
- write(strcat(testFolder,'glambda'), glambda, delimiter)
- write(strcat(testFolder,'X'), reshape(X,1), delimiter)
- write(strcat(testFolder,'Y'), reshape(Y,1), delimiter)
- mwrite(strcat(testFolder,'seuil'), seuil, delimiter)
- write(strcat(testFolder,'tau'), tau, delimiter)
- write(strcat(testFolder,'A1'), reshape(A1,1), delimiter)
- write(strcat(testFolder,'A2'), reshape(A2,1), delimiter)
- write(strcat(testFolder,'dimensions'), [n,p,m,k,L], delimiter)
-
- construct_LME = constructionModelesLassoMLE(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda,X,Y,seuil,tau,A1,A2)
+ #Generate X and Y
+ generateIOdef = generateIOdefault(n, p, m, k)
+ construct_LME = constructionModelesLassoMLE(params$phiInit,params$rhoInit,params$piInit,params$gamInit,mini,maxi,gamma,glambda,generateIOdef$X,generateIOdef$Y,seuil,tau,A1,A2)
phi = construct_LME$phi
rho = construct_LME$rho
pi = construct_LME$pi
lvraisemblance = construct_LME$lvraisemblance
#save output
- write(strcat(testFolder,'phi'), reshape(phi,1), delimiter);
- write(strcat(testFolder,'rho'), reshape(rho,1), delimiter);
- write(strcat(testFolder,'pi'), reshape(pi,1), delimiter);
- write(strcat(testFolder,'lvraisemblance'), reshape(lvraisemblance,1), delimiter);
+ write.table(paste(testFolder,"phi",sep=""), construct_LME$phi, sep=delimiter)
+ write.table(paste(testFolder,"rho",sep=""), construct_LME$rho, sep=delimiter)
+ write.table(paste(testFolder,"pi",sep=""), construct_LME$pi, sep=delimiter)
+ write.table(paste(testFolder,"lvraisemblance",sep=""), construct_LME$lvraisemblance, sep=delimiter)
}
--- /dev/null
+generateRunSaveTest_constructionModelesLassoRank = function(n=200, p=15, m=10, L=12, mini=5, maxi=10, gamma=1.0, rangmin=3, rangmax=6){
+ testFolder = "data/"
+ dir.create(testFolder, showWarnings=FALSE, mode="0755")
+ delimiter = " "
+
+ tau = 1e-6
+
+
+ pi = matrix(0, k,L)
+ for(i in 1:L){
+ pi[,i] = rep(1.0/k, k)
+ }
+ rho = array(0, dim=c(m,m,k,L))
+ for(l in 1:L){
+ for(r in 1:k){
+ rho[,,r,l] = diag(1,m)
+ }
+ }
+ #Generate X and Y
+ generateIOdef = generateIOdefault(n, p, m, k)
+
+ A1 = matrix(0,p,L)
+ for(i in 1:L){
+ A1[,i] = seq(1,p)
+ }
+ #save inputs
+ write.table(paste(testFolder,"rho",sep=""), rho, sep=delimiter)
+ write.table(paste(testFolder,"pi",sep=""), pi, sep=delimiter)
+ write.table(paste(testFolder,"mini",sep=""), mini, sep=delimiter)
+ write.table(paste(testFolder,"maxi",sep=""), maxi, sep=delimiter)
+ write.table(paste(testFolder,"X",sep=""), generateIOdef$X sep=delimiter)
+ write.table(paste(testFolder,"Y",sep=""), generateIOdef$Y, sep=delimiter)
+ write.table(paste(testFolder,"tau",sep=""), tau, sep=delimiter)
+ write.table(paste(testFolder,"A1",sep=""), A1, sep=delimiter)
+ write.table(paste(testFolder,"rangmin",sep=""), rangmin, sep=delimiter)
+ write.table(paste(testFolder,"rangmax",sep=""), rangmax, sep=delimiter)
+ write.table(paste(testFolder,"dimensions",sep=""), c(n,p,m,k), sep=delimiter)
+
+ construct = constructionModelesLassoRank(pi,rho,mini,maxi,X,Y,tau,A1,rangmin,rangmax))
+
+ #save output
+ write.table(paste(testFolder,"phi",sep=""), construct$phi, sep=delimiter)
+ write.table(paste(testFolder,"lvraisemblance",sep=""), construct$lvraisemblance, sep=delimiter)
+
+}
\ No newline at end of file
--- /dev/null
+generateRunSaveTest_selectiontotale= function(n=200, p=15, m=10, k=3, mini=5, maxi=10, gamma=1.0, glambda=list(0.0,0.01,0.02,0.03,0.05,0.1,0.2,0.3,0.5,0.7,0.85,0.99)){
+ testFolder = "data/"
+ dir.create(testFolder, showWarnings=FALSE, mode="0755")
+ delimiter = " "
+
+ #Generate phiInit,piInit,...
+ params = basicInitParameters(n, p, m, k)
+
+ #Generate X and Y
+ generateIOdef = generateIOdefault(n, p, m, k)
+
+ #save inputs
+ write.table(paste(testFolder,"phiInit",sep=""), params$phiInit, sep=delimiter)
+ write.table(paste(testFolder,"rhoInit",sep=""), params$rhoInit, sep=delimiter)
+ write.table(paste(testFolder,"piInit",sep=""), params$piInit, sep=delimiter)
+ write.table(paste(testFolder,"gamInit",sep=""), params$gamInit, sep=delimiter)
+ write.table(paste(testFolder,"mini",sep=""), mini, sep=delimiter)
+ write.table(paste(testFolder,"maxi",sep=""), maxi, sep=delimiter)
+ write.table(paste(testFolder,"gamma",sep=""), gamma, sep=delimiter)
+ write.table(paste(testFolder,"lambda",sep=""), glambda, sep=delimiter)
+ write.table(paste(testFolder,"X",sep=""), io$X, sep=delimiter)
+ write.table(paste(testFolder,"Y",sep=""), io$Y, sep=delimiter)
+ write.table(paste(testFolder,"tau",sep=""), tau, sep=delimiter)
+ write.table(paste(testFolder,"dimensions",sep=""), c(n,p,m,k), sep=delimiter)
+
+
+ selec = selectiontotale(params$phiInit,params$rhoInit,params$piInit,params$gamInit,mini,maxi,gamma,glambda,generateIOdef$X,generateIOdef$Y,seuil, tau)
+
+ #save output
+ write.table(paste(testFolder,"A1",sep=""), selec$A1, sep=delimiter)
+ write.table(paste(testFolder,"A2",sep=""), selec$A2, sep=delimiter)
+ write.table(paste(testFolder,"rho",sep=""), selec$rho, sep=delimiter)
+ write.table(paste(testFolder,"pi",sep=""), selec$pi, sep=delimiter)
+}