Matrix Factorization, Matrix Decomposition, Svd, Singular Values, Mathematics.
using all singular values, but for compression, only the largest k singular values are kept (along with corresponding columns of U and rows of V^(*)). This selection depends on the desired compression ratio and the acceptable level of information loss. Step 3: Construct Approximate Image Using