Math Core

Unit 7 · Test

Unit 7 test: Symmetric Matrices

15 questions. Answer them all, then submit to see your score. Solutions unlock after you submit.

This test covers symmetric matrices and the spectral theorem, orthogonal diagonalization and the spectral decomposition, quadratic forms and their classification, constrained extremes, and the singular value decomposition.

Question 1

Which statement about an n×nn \times n matrix AA is equivalent to "AA is orthogonally diagonalizable"?

Question 2

Find the eigenvalues of A=[4−2−21]A = \begin{bmatrix} 4 & -2 \\ -2 & 1 \end{bmatrix}.

Separate answers with commas, e.g. 2, -5

Question 3

Let A=[011101110]A = \begin{bmatrix} 0 & 1 & 1 \\ 1 & 0 & 1 \\ 1 & 1 & 0 \end{bmatrix}. Its eigenvalues are 22 and −1-1. What is the dimension of the eigenspace for λ=−1\lambda = -1?

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 4

A symmetric 2×22 \times 2 matrix AA has eigenvalues 22 and −3-3, and (3,4)(3, 4) is an eigenvector for λ=2\lambda = 2. Find the (1,2)(1, 2) entry of AA.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 5

The eigenspace of a symmetric matrix AA for λ=1\lambda = 1 has basis (1,1,0)(1, 1, 0), (1,0,1)(1, 0, 1). To build the orthogonal matrix PP in A=PDPTA = PDP^T, which pair of vectors (after normalizing) should represent this eigenspace?

Question 6

Let AA be the matrix of the quadratic form Q(x)=4x12−10x1x2+x22Q(\mathbf{x}) = 4x_1^2 - 10x_1x_2 + x_2^2. Find the (2,1)(2, 1) entry of AA.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 7

Let A=[1202−13032]A = \begin{bmatrix} 1 & 2 & 0 \\ 2 & -1 & 3 \\ 0 & 3 & 2 \end{bmatrix} and x=(1,2,1)\mathbf{x} = (1, 2, 1). Compute xTAx\mathbf{x}^TA\mathbf{x}.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 8

Classify Q(x)=−x12+4x1x2−4x22Q(\mathbf{x}) = -x_1^2 + 4x_1x_2 - 4x_2^2.

Question 9

An orthogonal change of variable x=Py\mathbf{x} = P\mathbf{y} turns Q(x)=2x12+4x1x2+5x22Q(\mathbf{x}) = 2x_1^2 + 4x_1x_2 + 5x_2^2 into λ1y12+λ2y22\lambda_1y_1^2 + \lambda_2y_2^2, with no cross term. Find λ1\lambda_1 and λ2\lambda_2.

Separate answers with commas, e.g. 2, -5

Question 10

Find the maximum value of Q(x)=3x12+8x1x2−3x22Q(\mathbf{x}) = 3x_1^2 + 8x_1x_2 - 3x_2^2 subject to x12+x22=1x_1^2 + x_2^2 = 1.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 11

Find the largest singular value of A=[1−1−222−2]A = \begin{bmatrix} 1 & -1 \\ -2 & 2 \\ 2 & -2 \end{bmatrix}.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 12

Let A=[21−12]A = \begin{bmatrix} 2 & 1 \\ -1 & 2 \end{bmatrix}. Find the maximum of ∥Ax∥\|A\mathbf{x}\| over all unit vectors x\mathbf{x}.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 13

A 5×45 \times 4 matrix AA has singular values 9,4,1,09, 4, 1, 0. What is the rank of AA?

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 14

A 3×33 \times 3 matrix AA has singular values 44, 33 and 12\tfrac{1}{2}. Find ∣det⁡A∣|\det A|.

Enter a number. Fractions like 3/4 and sqrt(2) are OK.

Question 15

Which statement about the singular value decomposition A=UΣVTA = U\Sigma V^T of an m×nm \times n matrix AA is false?