I read this and I dont have a clue why is this like that? What are the nonlinear methods for dimension reduction? E.g. people says even PCA is computationally costly for dimension reduction is good because it is a linear method! I really cannot get the last answer as well... PLEASE HELP ME TO UNDERSTAND THIS!