Machine Learning, Artificial Intelligence, Mathematics.
is positive or zero, uᵀVu below is always greater or equal zero. By the energy test, V is positive semidefinite. Therefore, Often, after some linear transformation A, we want to know the covariance of the transformed data. This can be calculated with the transformation matrix A and the covariance