Machine Learning, Artificial Intelligence, Data Science.
is a diagonal matrix holding all the eigenvalues. The equation above can be rewritten as where v are unit vectors. Therefore the eigenvalue term λᵢ dominates the importance of each term above. In fact, if it is too small, we can drop the corresponding term λᵢvᵢvᵢᵀ completely. This factorization