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Properties of Sum of Transformed Matrices Using Permutation Matrices

Let

P1=I=[100010001],P2=[100001010],P3=[010100001],P_1 = I = \begin{bmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{bmatrix}, \quad P_2 = \begin{bmatrix} 1 & 0 & 0 \\ 0 & 0 & 1 \\ 0 & 1 & 0 \end{bmatrix}, \quad P_3 = \begin{bmatrix} 0 & 1 & 0 \\ 1 & 0 & 0 \\ 0 & 0 & 1 \end{bmatrix}, P4=[010001100],P5=[001100010],P6=[001010100]P_4 = \begin{bmatrix} 0 & 1 & 0 \\ 0 & 0 & 1 \\ 1 & 0 & 0 \end{bmatrix}, \quad P_5 = \begin{bmatrix} 0 & 0 & 1 \\ 1 & 0 & 0 \\ 0 & 1 & 0 \end{bmatrix}, \quad P_6 = \begin{bmatrix} 0 & 0 & 1 \\ 0 & 1 & 0 \\ 1 & 0 & 0 \end{bmatrix}

and

X=∑k=16Pk[213102321]PkTX = \sum_{k=1}^6 P_k \begin{bmatrix} 2 & 1 & 3 \\ 1 & 0 & 2 \\ 3 & 2 & 1 \end{bmatrix} P_k^T

where PkTP_k^T denotes the transpose of the matrix PkP_k. Then which of the following options is/are correct?

Options

A

If X[111]=α[111]X \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix} = \alpha \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix}, then α=30\alpha = 30

Correct
B

XX is a symmetric matrix

Correct
C

The sum of diagonal entries of XX is 1818

Correct
D

X−30IX - 30I is an invertible matrix

Topics & Concepts

Step-by-Step Solution

To determine which options are correct, let us analyze the given matrix:

A=[213102321]A = \begin{bmatrix} 2 & 1 & 3 \\ 1 & 0 & 2 \\ 3 & 2 & 1 \end{bmatrix}

and the sum: X=∑k=16PkAPkTX = \sum_{k=1}^6 P_k A P_k^T where P1,P2,…,P6P_1, P_2, \dots, P_6 are the six 3×33 \times 3 permutation matrices.


Option B: Symmetry of XX

Notice that the given matrix AA is symmetric since AT=AA^T = A:

AT=[213102321]T=[213102321]=AA^T = \begin{bmatrix} 2 & 1 & 3 \\ 1 & 0 & 2 \\ 3 & 2 & 1 \end{bmatrix}^T = \begin{bmatrix} 2 & 1 & 3 \\ 1 & 0 & 2 \\ 3 & 2 & 1 \end{bmatrix} = A

Taking the transpose of XX: XT=(∑k=16PkAPkT)T=∑k=16(PkT)TATPkT=∑k=16PkAPkT=XX^T = \left(\sum_{k=1}^6 P_k A P_k^T\right)^T = \sum_{k=1}^6 (P_k^T)^T A^T P_k^T = \sum_{k=1}^6 P_k A P_k^T = X Thus, XX is a symmetric matrix.
Option (B) is correct.


Option A: Eigenvector and Eigenvalue α\alpha

Let V=[111]V = \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix}. Since each PkP_k is a permutation matrix, it simply permutes the components of any vector it multiplies. Hence: PkTV=Vfor each k=1,2,…,6P_k^T V = V \quad \text{for each } k = 1, 2, \dots, 6

Now, compute AVAV:

AV=[213102321][111]=[2+1+31+0+23+2+1]=[636]AV = \begin{bmatrix} 2 & 1 & 3 \\ 1 & 0 & 2 \\ 3 & 2 & 1 \end{bmatrix} \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix} = \begin{bmatrix} 2+1+3 \\ 1+0+2 \\ 3+2+1 \end{bmatrix} = \begin{bmatrix} 6 \\ 3 \\ 6 \end{bmatrix}

Multiplying XX by VV:

XV=∑k=16PkAPkTV=∑k=16Pk(AV)=∑k=16Pk[636]XV = \sum_{k=1}^6 P_k A P_k^T V = \sum_{k=1}^6 P_k (AV) = \sum_{k=1}^6 P_k \begin{bmatrix} 6 \\ 3 \\ 6 \end{bmatrix}

As P1,P2,…,P6P_1, P_2, \dots, P_6 represent all 3!=63! = 6 permutations of the vector [636]\begin{bmatrix} 6 \\ 3 \\ 6 \end{bmatrix}, the entries of each row of the sum will consist of the number 33 appearing 22 times and the number 66 appearing 44 times.
Therefore, each component in the resulting sum vector is: 2×3+4×6=6+24=302 \times 3 + 4 \times 6 = 6 + 24 = 30

Thus:

XV=[303030]=30[111]=30VXV = \begin{bmatrix} 30 \\ 30 \\ 30 \end{bmatrix} = 30 \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix} = 30 V

Hence, α=30\alpha = 30.
Option (A) is correct.


Option C: Trace of XX

The sum of diagonal entries of a matrix is its trace. Using the cyclic property of the trace (Tr(AB)=Tr(BA)\text{Tr}(AB) = \text{Tr}(BA)) and the fact that PkTPk=IP_k^T P_k = I: Tr(X)=Tr(∑k=16PkAPkT)=∑k=16Tr(PkAPkT)=∑k=16Tr(APkTPk)=∑k=16Tr(A)=6⋅Tr(A)\text{Tr}(X) = \text{Tr}\left(\sum_{k=1}^6 P_k A P_k^T\right) = \sum_{k=1}^6 \text{Tr}(P_k A P_k^T) = \sum_{k=1}^6 \text{Tr}(A P_k^T P_k) = \sum_{k=1}^6 \text{Tr}(A) = 6 \cdot \text{Tr}(A)

The trace of matrix AA is: Tr(A)=2+0+1=3\text{Tr}(A) = 2 + 0 + 1 = 3

Thus: Tr(X)=6×3=18\text{Tr}(X) = 6 \times 3 = 18 Option (C) is correct.


Option D: Invertibility of X−30IX - 30I

From Option (A), we have: XV=30V  ⟹  (X−30I)V=0XV = 30V \implies (X - 30I)V = \mathbf{0} Since V=[111]≠0V = \begin{bmatrix} 1 \\ 1 \\ 1 \end{bmatrix} \neq \mathbf{0}, the matrix equation (X−30I)V=0(X - 30I)V = \mathbf{0} has a non-trivial solution, which implies: det⁡(X−30I)=0\det(X - 30I) = 0 Hence, X−30IX - 30I is a singular (non-invertible) matrix.
Option (D) is incorrect.


Conclusion:

The correct options are A, B, and C.