On the other hand, ICA is local and finds local variables (with images we get eyes ears, mouth, basically edges!, etc), ICA will result differently on TRANSPOSED matrices, unlike PCA, its also βdirectionalβ - consider the βcocktail partyβ problem. On documents, ICA gives topics.