--- /dev/null
+#' Discard models which have the same relevant variables
+#'
+#' @param B1 array of relevant coefficients (of size p*m*length(gridlambda))
+#' @param B2 array of irrelevant coefficients (of size p*m*length(gridlambda))
+#' @param glambda grid of regularization parameters (vector)
+#' @param rho covariance matrix (of size m*m*K*size(gridLambda))
+#' @param pi weight parameters (of size K*size(gridLambda))
+#'
+#' @return a list with update B1, B2, glambda, rho and pi, and ind the vector of indices
+#' of selected models.
+#' @export
+discardSimilarModels = function(B1,B2,glambda,rho,pi)
+{
+ ind = c()
+ for (j in 1:length(glambda))
+ {
+ for (ll in 1:(l-1))
+ {
+ if(B1[,,l] == B1[,,ll])
+ ind = c(ind, l)
+ }
+ }
+ ind = unique(ind)
+ B1 = B1[,,-ind]
+ glambda = glambda[-ind]
+ B2 = B2[,,-ind]
+ rho = rho[,,,-ind]
+ pi = pi[,-ind]
+
+ return (list(B1=B1,B2=B2,glambda=glambda,rho=rho,pi=pi,ind=ind))
+}