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Linear Algebra

GATE CSE 2017 Set 1 · Q31

MCQ2 marksHard

Time

Let AA be n×nn \times n real valued square symmetric matrix of rank 2 with ∑i=1n∑j=1nAij2=50\sum_{i=1}^n \sum_{j=1}^n A_{ij}^2 = 50. Consider the following statements. (I) One eigenvalue must be in [−5,5][-5, 5] (II) The eigenvalue with the largest magnitude must be strictly greater than 5 Which of the above statements about eigenvalues of AA is/are necessarily CORRECT?

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Official answer: B) (I) only

Linear Algebra

Since AA is a real symmetric matrix, all its eigenvalues are real.

Given rank(A)=2\text{rank}(A) = 2, AA has exactly 2 non-zero eigenvalues, say λ1\lambda_1 and λ2\lambda_2, while the remaining n−2n-2 eigenvalues are 00.

The Frobenius norm squared of AA satisfies:

∑i=1n∑j=1nAij2=Tr⁡(ATA)=Tr⁡(A2)=∑k=1nλk2=λ12+λ22=50\sum_{i=1}^n \sum_{j=1}^n A_{ij}^2 = \operatorname{Tr}(A^T A) = \operatorname{Tr}(A^2) = \sum_{k=1}^n \lambda_k^2 = \lambda_1^2 + \lambda_2^2 = 50
  • Analysis of Statement (I): The zero eigenvalues (for n>2n > 2) lie in [−5,5][-5, 5]. Furthermore, since λ12+λ22=50\lambda_1^2 + \lambda_2^2 = 50, the smaller squared magnitude satisfies min⁡(λ12,λ22)≤25\min(\lambda_1^2, \lambda_2^2) \le 25, meaning at least one non-zero eigenvalue satisfies ∣λ∣≤5|\lambda| \le 5, i.e., λ∈[−5,5]\lambda \in [-5, 5]. Thus, Statement (I) is necessarily correct.

  • Analysis of Statement (II): The maximum squared magnitude satisfies max⁡(λ12,λ22)≥25\max(\lambda_1^2, \lambda_2^2) \ge 25, which implies ∣λmax⁡∣≥5|\lambda_{\max}| \ge 5. However, if λ1=5\lambda_1 = 5 and λ2=5\lambda_2 = 5 (or λ2=−5\lambda_2 = -5), we have λ12+λ22=25+25=50\lambda_1^2 + \lambda_2^2 = 25 + 25 = 50, where the largest magnitude is exactly 55, not strictly greater than 55. Thus, Statement (II) is not necessarily correct.

Therefore, only statement (I) is necessarily correct, so the correct option is (B).

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This Linear Algebra previous year question is Q31 of the GATE CSE 2017 Set 1 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 2017 Set 1 · Q31 · MCQ

Let A be n × n real valued square symmetric matrix of rank 2 with Σi=1n Σj=1n Aij2 = 50. Consider the following statements. (I) One eigenvalue must be in [-5, 5] (II) The eigenvalue with the largest magnitude must be strictly greater than 5 Which of the above statements about eigenvalues of A is/are necessarily CORRECT?

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Independent practice explanation verified by the GateAI team. GATE is conducted by the IITs; question text follows the official paper.