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Linear Algebra

GATE CSE 2022 · Q53

MSQ2 marksMedium

Time

Which of the following is/are the eigenvector(s) for the matrix given below? (−9−6−2−4−8−6−3−12015853221712) \begin{pmatrix} -9 & -6 & -2 & -4 \\ -8 & -6 & -3 & -1 \\ 20 & 15 & 8 & 5 \\ 32 & 21 & 7 & 12 \end{pmatrix}

Select all that applyOne or more correct

Pick every correct option

Solution

Step-by-step verified solution

Official answer: A) -1 1 0 1; C) -1 0 2 2; D) 0 1 -3 0

Linear Algebra

A non-zero vector vv is an eigenvector of matrix AA if there exists a scalar λ\lambda such that Av=λvAv = \lambda v.

Let A=(−9−6−2−4−8−6−3−12015853221712)A = \begin{pmatrix} -9 & -6 & -2 & -4 \\ -8 & -6 & -3 & -1 \\ 20 & 15 & 8 & 5 \\ 32 & 21 & 7 & 12 \end{pmatrix}.

Let us test each option:

  • Option A:v=(−1101)v = \begin{pmatrix} -1 \\ 1 \\ 0 \\ 1 \end{pmatrix}

    Av=(−9(−1)−6(1)−2(0)−4(1)−8(−1)−6(1)−3(0)−1(1)20(−1)+15(1)+8(0)+5(1)32(−1)+21(1)+7(0)+12(1))=(−1101)=1⋅vAv = \begin{pmatrix} -9(-1) - 6(1) - 2(0) - 4(1) \\ -8(-1) - 6(1) - 3(0) - 1(1) \\ 20(-1) + 15(1) + 8(0) + 5(1) \\ 32(-1) + 21(1) + 7(0) + 12(1) \end{pmatrix} = \begin{pmatrix} -1 \\ 1 \\ 0 \\ 1 \end{pmatrix} = 1 \cdot v

    Since Av=1⋅vAv = 1 \cdot v, this is an eigenvector with eigenvalue λ=1\lambda = 1.

  • Option B:v=(10−10)v = \begin{pmatrix} 1 \\ 0 \\ -1 \\ 0 \end{pmatrix}

    Av=(−9(1)−2(−1)−8(1)−3(−1)20(1)+8(−1)32(1)+7(−1))=(−7−51225)≠λvAv = \begin{pmatrix} -9(1) - 2(-1) \\ -8(1) - 3(-1) \\ 20(1) + 8(-1) \\ 32(1) + 7(-1) \end{pmatrix} = \begin{pmatrix} -7 \\ -5 \\ 12 \\ 25 \end{pmatrix} \neq \lambda v

    This is not a scalar multiple of vv.

  • Option C:v=(−1022)v = \begin{pmatrix} -1 \\ 0 \\ 2 \\ 2 \end{pmatrix}

    Av=(−9(−1)−2(2)−4(2)−8(−1)−3(2)−1(2)20(−1)+8(2)+5(2)32(−1)+7(2)+12(2))=(−3066)=3(−1022)=3vAv = \begin{pmatrix} -9(-1) - 2(2) - 4(2) \\ -8(-1) - 3(2) - 1(2) \\ 20(-1) + 8(2) + 5(2) \\ 32(-1) + 7(2) + 12(2) \end{pmatrix} = \begin{pmatrix} -3 \\ 0 \\ 6 \\ 6 \end{pmatrix} = 3 \begin{pmatrix} -1 \\ 0 \\ 2 \\ 2 \end{pmatrix} = 3v

    Since Av=3vAv = 3v, this is an eigenvector with eigenvalue λ=3\lambda = 3.

  • Option D:v=(01−30)v = \begin{pmatrix} 0 \\ 1 \\ -3 \\ 0 \end{pmatrix}

    Av=(−6(1)−2(−3)−6(1)−3(−3)15(1)+8(−3)21(1)+7(−3))=(03−90)=3(01−30)=3vAv = \begin{pmatrix} -6(1) - 2(-3) \\ -6(1) - 3(-3) \\ 15(1) + 8(-3) \\ 21(1) + 7(-3) \end{pmatrix} = \begin{pmatrix} 0 \\ 3 \\ -9 \\ 0 \end{pmatrix} = 3 \begin{pmatrix} 0 \\ 1 \\ -3 \\ 0 \end{pmatrix} = 3v

    Since Av=3vAv = 3v, this is an eigenvector with eigenvalue λ=3\lambda = 3.

Hence, the correct options are A, C, and D.

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This Linear Algebra previous year question is Q53 of the GATE CSE 2022 paper. Find more GATE CSE PYQs on Linear Algebra in Engineering Mathematics, or browse all GATE CSE PYQs.

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Which of the following is/are the eigenvector(s) for the matrix given below? -9 & -6 & -2 & -4 -8 & -6 & -3 & -1 20 & 15 & 8 & 5 32 & 21 & 7 & 12

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