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GATE 2024 DA Q.61: solution and answer

GATE 2024 · DAQ.61 · 2 marks · NAT

Let , and let be the singular values of the matrix (where is the transpose of ). The value of is ______.

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Answer and solution

ANSWER

The sum of the singular values is 55.

Official answer: 55Source: Official answer key, GATE 2024 DA (IISc Bengaluru)

  1. is the outer product of the nonzero vector with itself, so every column of is a multiple of and .

  2. A matrix of rank 1 has exactly one nonzero singular value; the other four singular values are . So .

  3. is symmetric, and for any we have , so it is positive semidefinite. For such a matrix the singular values equal the eigenvalues.

  4. , so is an eigenvector with eigenvalue . This is the nonzero eigenvalue, since the rank is 1.

  5. .

  6. Hence and , giving . Check: , which equals the sum of the eigenvalues.

KEY IDEA

has rank 1, so it has a single nonzero singular value, equal to . The sum of the singular values is therefore the trace, .

WATCH OUT FOR

Taking the single singular value to be the norm instead of . The matrix is , so the squared norm appears. Another slip is adding the entries of (15).

From the GATE 2024 DA paper. Every question of this paper · Download the full paper · All 1 LU & SVD questions, with notes