Linear Algebra, Matrix, Matrix Decomposition, Eigenvectors, Pca.
Decomposition We are really familiar with this. What we did in PCA was indeed eigen decomposition of Σ. Also, for a symmetric matrix A, it is known that eigenvectors q1 to qn can be chosen to be orthogonal. (note that here, the eigenvectors are normalized so that they have norm 1) This