Scatter matrices generalize the covariance matrix and are useful in many multivariate data analysis methods, including well-known principal component (PCA), which is based on diagonalization of matrix. The simultaneous two or more scatter goes beyond PCA used often. In this paper, we offer an overview methods that a joint diagonalization. These range from unsupervised context with invariant coo...