+function[] = generateRunSaveTest_constructionModelesLassoMLE(n, p, m, k, mini, maxi, gamma, glambda, varargin)
+
+ %set defaults for optional inputs
+ optargs = {200 15 10 3 5 10 1.0 [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, p, m, k, mini, maxi, gamma, glambda] = optargs{:};
+ tau = 1e-6;
+ seuil = 1e-15;
+ mini = int64(mini);
+ maxi = int64(maxi);
+ L = length(glambda);
+
+ %Generate phiInit,piInit,...
+ [phiInit,rhoInit,piInit,gamInit] = basicInitParameters(n, p, m, k);
+
+ %Generate X and Y
+ [X, Y, ~] = generateIOdefault(n, p, m, k);
+
+ A2 = zeros(p,m+1,L,'int64');
+ for i=1:L
+ A2(:,1,i) = 1:p;
+ A2(1:5,2,i) = 1:5;
+ end
+ A1 = zeros(p,m+1,L,'int64');
+ for i=1:L
+ A1(:,1,i) = 1:p;
+ A1(1:5,2,i) = 1:5;
+ end
+
+ %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+ testFolder = 'data/';
+ mkdir(testFolder);
+ delimiter = '\n';
+
+ %save inputs
+ dlmwrite(strcat(testFolder,'phiInit'), reshape(phiInit,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'rhoInit'), reshape(rhoInit,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'piInit'), piInit, delimiter);
+ dlmwrite(strcat(testFolder,'gamInit'), reshape(gamInit,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'mini'), mini, delimiter);
+ dlmwrite(strcat(testFolder,'maxi'), maxi, delimiter);
+ dlmwrite(strcat(testFolder,'gamma'), gamma, delimiter);
+ dlmwrite(strcat(testFolder,'glambda'), glambda, delimiter);
+ dlmwrite(strcat(testFolder,'X'), reshape(X,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'Y'), reshape(Y,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'seuil'), seuil, delimiter);
+ dlmwrite(strcat(testFolder,'tau'), tau, delimiter);
+ dlmwrite(strcat(testFolder,'A1'), reshape(A1,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'A2'), reshape(A2,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'dimensions'), [n,p,m,k,L], delimiter);
+
+ [phi,rho,pi,lvraisemblance] = constructionModelesLassoMLE(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda,X,Y,seuil,tau,A1,A2);
+
+ %save output
+ dlmwrite(strcat(testFolder,'phi'), reshape(phi,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'rho'), reshape(rho,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'pi'), reshape(pi,1,[]), delimiter);
+ dlmwrite(strcat(testFolder,'lvraisemblance'), reshape(lvraisemblance,1,[]), delimiter);
+
+end