Back to Using Singular Value Decompositions

Exercise 1

Avg difficulty 2.5

Suppose that A=[2.1−1.90.13.7−1.52.70.9−0.6−0.42.8−1.54.2−0.42.41.9−1.8].A = \begin{bmatrix} 2.1 & -1.9 & 0.1 & 3.7 \\ -1.5 & 2.7 & 0.9 & -0.6 \\ -0.4 & 2.8 & -1.5 & 4.2 \\ -0.4 & 2.4 & 1.9 & -1.8 \end{bmatrix}.

  1. Find the singular values of AA. What is rank⁡(A)\rank(A)?

  2. Find the sequence of matrices A1A_1, A2A_2, A3A_3, and A4A_4 where AkA_k is the rank kk approximation of AA.

Austin, Understanding Linear Algebra, §7.5 Using Singular Value Decompositions, Exercise 1

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.