Let , where is the identity matrix and , . Which of the following options is/are correct?
- (A)
Rank of is
- (B)
is invertible
- (C)
is an eigenvalue of
- (D)
has a negative eigenvalue
Let , where is the identity matrix and , . Which of the following options is/are correct?
Rank of is
is invertible
is an eigenvalue of
has a negative eigenvalue
ANSWER
The correct options are (A) and (B).
Official answer: A, BSource: Official answer key, GATE 2025 DA (IIT Roorkee)
Since , we have . So is an eigenvector of with eigenvalue .
If , then . These vectors form an -dimensional subspace, so has eigenvalue with multiplicity . The eigenvalues of are therefore (once) and ( times).
has the same eigenvectors, and each eigenvalue is shifted by . The eigenvalues of are (once) and ( times).
, so is invertible. Option (B) is correct.
A matrix with nonzero determinant has full rank, so . Option (A) is correct.
Every eigenvalue of is or , so is not an eigenvalue. Option (C) is wrong.
The eigenvalues of are the reciprocals and . All are positive, so has no negative eigenvalue. Option (D) is wrong.
KEY IDEA
A rank-one matrix with has eigenvalues and . Adding shifts these to and , so is positive definite, invertible and of full rank.
WATCH OUT FOR
Forgetting that is singular, with zero eigenvalues, and then assuming is also an eigenvalue of . The identity shifts every eigenvalue by . Another slip is to take the eigenvalues of as negative.
From the GATE 2025 DA paper. Every question of this paper · Download the full paper · All 6 Eigenvalues questions, with notes