Inner Products, Projections and the SVD · 免费预览

矩阵逼近

矩阵逼近

1. Matrix Approximation

Matrix Approximation

2. Quick check: Best low-rank approximation

The best rank-kk approximation of AA in the spectral norm is obtained by

3. Matrix Approximation (2)

Matrix Approximation (2)

4. Matrix Approximation (3)

Matrix Approximation (3)

5. Matrix Approximation (4)

Matrix Approximation (4)

6. Matrix Approximation (5)

Matrix Approximation (5)

7. Matrix Approximation (6)

Matrix Approximation (6)

8. Matrix Approximation (7)

Matrix Approximation (7)

9. Error of the truncation

For the rank-kk truncation AkA_k, the Frobenius-norm error ∥A−Ak∥F\|A - A_k\|_F equals

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