Let A be a real-valued square symmetric matrix of rank 2 with sum_{i=1}^{3} sum_{j=1}^{3} A_{ij}^2 = 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? A. Both I and II B. I only C. II only D. Neither I nor II
GATE 2017 · Engineering Mathematics · Eigen Value · medium
Answer: B. I only
- Use rank to determine one eigenvalue is zero: A is 3x3 of rank 2, so exactly one eigenvalue is 0. Let lambda_3 = 0, with lambda_1, lambda_2 nonzero.
- Connect Frobenius norm to eigenvalues: 50 = lambda_1^2 + lambda_2^2 + 0^2 = lambda_1^2 + lambda_2^2.
- Analyze Statement I: one eigenvalue in [-5, 5]: At least one of |lambda_1|, |lambda_2| must be <= 5. Statement I is necessarily TRUE.
- Analyze Statement II: largest eigenvalue strictly > 5: If lambda_1 = lambda_2 = 5, all conditions are satisfied but max magnitude = 5, not strictly > 5. Statement II is NOT necessarily true.