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#' Updates connection sign matrix.
#' @param M penalty matrix
#' @param xi estimated \eqn{\hat{\xi}_{ij}} matrix
#' @return M updated correct M matrix
matrix.M.update <- function(M,xi){
init <- -(xi)*abs(M) # update M1 matrix
diag(init) <- abs(diag(M)) # store diagonal values as in initial penalty matrix
return(init)
}
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