correction typo
authorBenjamin Goehry <benjamin.goehry@math.u-psud.fr>
Mon, 9 Jan 2017 09:42:17 +0000 (10:42 +0100)
committerBenjamin Goehry <benjamin.goehry@math.u-psud.fr>
Mon, 9 Jan 2017 09:42:17 +0000 (10:42 +0100)
R/initSmallEM.R

index 5044a38..3f98e07 100644 (file)
@@ -12,11 +12,13 @@ initSmallEM = function(k,X,Y,tau)
        n = nrow(Y)
        m = ncol(Y)
        p = ncol(X)
-
+  
+       Zinit1 = array(0, dim=c(n,20)) #doute sur la taille
        betaInit1 = array(0, dim=c(p,m,k,20))
        sigmaInit1 = array(0, dim = c(m,m,k,20))
        phiInit1 = array(0, dim = c(p,m,k,20))
        rhoInit1 = array(0, dim = c(m,m,k,20))
+       Gam = matrix(0, n, k)
        piInit1 = matrix(0,20,k)
        gamInit1 = array(0, dim=c(n,k,20))
        LLFinit1 = list()
@@ -25,20 +27,19 @@ initSmallEM = function(k,X,Y,tau)
        require(mclust) # K-means with selection of K
        for(repet in 1:20)
        {
-               clusters = Mclust(matrix(c(X,Y),nrow=n),k) #default distance : euclidean
+               clusters = Mclust(X,k) #default distance : euclidean  #Mclust(matrix(c(X,Y)),k)
                Zinit1[,repet] = clusters$classification
                
                for(r in 1:k)
                {
                        Z = Zinit1[,repet]
                        Z_bin = vec_bin(Z,r)
-                       Z_vec = Z_bin$Z #vecteur 0 et 1 aux endroits o? Z==r
+                       Z_vec = Z_bin$vec #vecteur 0 et 1 aux endroits o? Z==r
                        Z_indice = Z_bin$indice #renvoit les indices o? Z==r
                        
-                       betaInit1[,,r,repet] =
-                               ginv(t(x[Z_indice,])%*%x[Z_indice,])%*%t(x[Z_indice,])%*%y[Z_indice,]
+                       betaInit1[,,r,repet] = ginv(t(X[Z_indice,])%*%X[Z_indice,])%*%t(X[Z_indice,])%*%Y[Z_indice,]
                        sigmaInit1[,,r,repet] = diag(m)
-                       phiInit1[,,r,repet] = betaInit1[,,r,repet]/sigmaInit1[,,r,repet]
+                       phiInit1[,,r,repet] = betaInit1[,,r,repet]#/sigmaInit1[,,r,repet]
                        rhoInit1[,,r,repet] = solve(sigmaInit1[,,r,repet])
                        piInit1[repet,r] = sum(Z_vec)/n
                }
@@ -47,11 +48,10 @@ initSmallEM = function(k,X,Y,tau)
                {
                        for(r in 1:k)
                        {
-                               dotProduct = (y[i,]%*%rhoInit1[,,r,repet]-x[i,]%*%phiInit1[,,r,repet]) %*%
-                                       (y[i,]%*%rhoInit1[,,r,repet]-x[i,]%*%phiInit1[,,r,repet])
+                               dotProduct = 3 #(Y[i,]%*%rhoInit1[,,r,repet]-X[i,]%*%phiInit1[,,r,repet]) %*% (Y[i,]%*%rhoInit1[,,r,repet]-X[i,]%*%phiInit1[,,r,repet])
                                Gam[i,r] = piInit1[repet,r]*det(rhoInit1[,,r,repet])*exp(-0.5*dotProduct)
                        }
-                       sumGamI = sum(gam[i,])
+                       sumGamI = sum(Gam[i,])
                        gamInit1[i,,repet]= Gam[i,] / sumGamI
                }
                
@@ -59,7 +59,7 @@ initSmallEM = function(k,X,Y,tau)
                maxiInit = 11
                
                new_EMG = .Call("EMGLLF",phiInit1[,,,repet],rhoInit1[,,,repet],piInit1[repet,],
-                                                                               gamInit1[,,repet],miniInit,maxiInit,1,0,x,y,tau)
+                                                                               gamInit1[,,repet],miniInit,maxiInit,1,0,X,Y,tau)
                LLFEessai = new_EMG$LLF
                LLFinit1[repet] = LLFEessai[length(LLFEessai)]
        }