Matrix Factorization

Rank-k Approximation Reconstruction

Eckart-Young theorem guaranteeing that SVD truncation provides the best rank-k approximation in terms of Frobenius norm. Theoretically establishes the optimality of dimension reduction methods based on SVD.

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