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Linear Algebra

GATE CSE 2018 · Q26

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Consider a matrix PP whose only eigenvectors are the multiples of [14]\begin{bmatrix} 1 \\ 4 \end{bmatrix}. Consider the following statements. (I) PP does not have an inverse (II) PP has a repeated eigenvalue (III) PP cannot be diagonalized Which one of the following options is correct?

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Official answer: D) Only II and III are necessarily true

Linear Algebra

The matrix PP has eigenvectors that are only scalar multiples of [14]\begin{bmatrix} 1 \\ 4 \end{bmatrix}, which means PP is a 2×22 \times 2 matrix with only one linearly independent eigenvector (geometric multiplicity = 1).

  • Statement (I): PP does not have an inverse. This is not necessarily true. A matrix is invertible if all its eigenvalues are non-zero. For example, P=[1041]P = \begin{bmatrix} 1 & 0 \\ 4 & 1 \end{bmatrix} has eigenvalues λ=1,1\lambda = 1, 1 (both non-zero) and only one linearly independent eigenvector [01]\begin{bmatrix} 0 \\ 1 \end{bmatrix}, and its determinant is 1≠01 \neq 0 (invertible). Hence, Statement (I) is not necessarily true.

  • Statement (II): PP has a repeated eigenvalue. If PP had two distinct eigenvalues, it would have two linearly independent eigenvectors. Since there is only one linearly independent eigenvector, PP must have a repeated eigenvalue. Thus, Statement (II) is necessarily true.

  • Statement (III): PP cannot be diagonalized. A 2×22 \times 2 matrix is diagonalizable if and only if it has 2 linearly independent eigenvectors. Since PP has only 1 linearly independent eigenvector, it cannot be diagonalized. Thus, Statement (III) is necessarily true.

Therefore, Only II and III are necessarily true, which corresponds to option D.

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This Linear Algebra previous year question is Q26 of the GATE CSE 2018 paper. Find more GATE CSE PYQs on Linear Algebra in Engineering Mathematics, or browse all GATE CSE PYQs.

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Linear Algebra in GATE CSE

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GateAI solution cardGATE CSE 2018 · Q26 · MCQ

Consider a matrix P whose only eigenvectors are the multiples of 1 4 . Consider the following statements. (I) P does not have an inverse (II) P has a repeated eigenvalue (III) P cannot be diagonalized Which one of the following options is correct?

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