Selecting the rank of truncated SVD by Maximum Approximation Capacity

Mario Frank, Joachim M. Buhmann

Truncated Singular Value Decomposition (SVD) calculates the closest rank-$k$ approximation of a given input matrix. Selecting the appropriate rank $k$ defines a critical model orde…