Machine Learning, Artificial Intelligence, Mathematics.
harder). u₁ has one significant importance. It is the principal component of S. There are a few properties about a sample covariance matrix under the context of SVD: The total variance of the data equals the trace of the sample covariance matrix S which equals the sum of squares of S’s singular