• If the CDF of the underlying independent components are same as the function g, maximizing the joint entropy of g(u) will lead to ICA solution

• Before we get the independent components, we usually have difficulty knowing its PDF

• So we must pick a nonlinear function without any detailed information of the PDF of the underlying independent components