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#' Profiles of each group
#'
#' \code{GroupProfiles} calculate the profile of a group regarding covariate. It is a
#' cross tabulation of individual level trajectory group assignments with
#' individual level characteristic that might be associated with trajectory
#' group membership.
#'
#' @param sol Trajectory's object. A object of type trajectory.
#' @param Y Matirx. A matrix containing the variables in the model.
#' @param A Matrix. A matrix containing the time variable data.
#' @param X Matrix. An optional matrix that modify the probability of belong to group.
#' By default its value is a matrix with one column with value 1.
#'
#' @return A table of real.
#' @export
#'
#' @examples
#' data = read.csv(system.file("extdata", "CNORM2gr.csv", package = "trajeR"))
#' data = as.matrix(data)
#' sol = trajeR(Y = data[, 2:6], A = data[, 7:11], Risk = data[,12],
#' degre = c(2,2), Model = "CNORM", Method = "L")
#' GroupProfiles(sol, Y = data[, 2:6], A = data[, 7:11], X = data[,12])
GroupProfiles <- function(sol, Y, A, X){
prob = GroupProb(sol, Y = Y, A = A, X = X)
gr = sapply(1:nrow(prob), function(s){which.max(prob[s,])})
if (!is.matrix((X))){
X = matrix(X)
}
tab = c()
for (j in 1:ncol(X)){
tabl = c()
for (i in 1:sol$groups){
tabl = c(tabl, mean(X[gr == i, j]))
}
tab = rbind(tab, tabl)
}
colnames(tab) = paste0("Gr ", 1:sol$groups)
rownames(tab) = colnames(X)
return(tab)
}
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