Let , and let be the singular values of the matrix (where is the transpose of ). The value of is ______.
GATE 2024 DA Q.61: solution and answer
Answer and solution
ANSWER
The sum of the singular values is 55.
Official answer: 55Source: Official answer key, GATE 2024 DA (IISc Bengaluru)
is the outer product of the nonzero vector with itself, so every column of is a multiple of and .
A matrix of rank 1 has exactly one nonzero singular value; the other four singular values are . So .
is symmetric, and for any we have , so it is positive semidefinite. For such a matrix the singular values equal the eigenvalues.
, so is an eigenvector with eigenvalue . This is the nonzero eigenvalue, since the rank is 1.
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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
