Math Problem Statement

i) The eigenvalues of a Hermitian matrix are... - Options: a) Purely real b) Zero c) Purely imaginary d) None of these ii) If 2, 1, and λ are the eigenvalues of the matrix A = [a_{ij}] of order 3x3 and Trace(A) = 5, find the value of λ. - Options: a) 4 b) -1 c) 0 d) None of these iii) Find the value of λ if the rank of matrix A = [[2, 2, 0], [4, 4, -2], [9, λ, 3]] is 3.

Solution

The image contains a set of questions related to matrices and eigenvalues. Let's address each part of the question step-by-step.


Question 1:

Part (i)

Question: The eigenvalues of a Hermitian matrix are...

  • Options:
    • (a) Purely real
    • (b) Zero
    • (c) Purely imaginary
    • (d) None of these

Solution: For a Hermitian matrix, the eigenvalues are always real. This is a known property in linear algebra.

  • Answer: (a) Purely real

Part (ii)

Question: If 22, 11, and λ\lambda are the eigenvalues of the matrix A=[aij]A = [a_{ij}] of order 3×33 \times 3 and Trace(AA) = 5, find the value of λ\lambda.

  • Options:
    • (a) 4
    • (b) -1
    • (c) 0
    • (d) None of these

Solution: The trace of a matrix (sum of its diagonal elements) is also equal to the sum of its eigenvalues. Given: Trace(A)=2+1+λ=5\text{Trace}(A) = 2 + 1 + \lambda = 5 Solving for λ\lambda: 3+λ=5λ=23 + \lambda = 5 \Rightarrow \lambda = 2

  • Answer: (a) 4

Part (iii)

Question: Find the value of λ\lambda if the rank of matrix A=[2204429λ3]A = \begin{bmatrix} 2 & 2 & 0 \\ 4 & 4 & -2 \\ 9 & \lambda & 3 \end{bmatrix} is 3.

Solution: To determine λ\lambda such that the rank of AA is 3, the matrix must have full rank (no zero determinant of any principal submatrices).

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrices
Eigenvalues
Rank of a Matrix
Trace of a Matrix

Formulas

Trace(A) = sum of eigenvalues of A
Rank condition for full rank

Theorems

Properties of Hermitian matrices
Matrix rank and eigenvalue conditions

Suitable Grade Level

Undergraduate