Question Bank • QB_EXP_EM_001 MSQ • 2 Marks

Section 1: Engineering Mathematics

Linear Algebra

Subtopic: Eigen values and Eigen vectors

Question Statement:

Let $A$ be a $3 \times 3$ real symmetric matrix with eigenvalues $\lambda_1 = 1, \lambda_2 = 2, \lambda_3 = 3$. Which of the following statements are necessarily TRUE?

Options:

  • (A) The determinant of matrix $A$ is equal to 6
  • (B) The trace of matrix $A$ is equal to 6
  • (C) The eigenvectors corresponding to distinct eigenvalues of $A$ are mutually orthogonal
  • (D) Matrix $A$ is positive definite

Answer Key:

A, B, C, D

Step-by-Step Solution & Explanation

1. The determinant of a square matrix is the product of its eigenvalues: $\det(A) = \lambda_1 \lambda_2 \lambda_3 = 1 \times 2 \times 3 = 6$. (Statement A is True) 2. The trace of a square matrix is the sum of its eigenvalues: $\text{Tr}(A) = 1 + 2 + 3 = 6$. (Statement B is True) 3. For any real symmetric matrix, eigenvectors corresponding to distinct eigenvalues are mutually orthogonal. (Statement C is True) 4. Since all eigenvalues of the real symmetric matrix are strictly positive ($\lambda_i > 0$), $A$ is positive definite. (Statement D is True)
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