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Question

Consider the following statements in respect of a non-singular matrix \(A\) of order \(n\):
1. \(A(\text{adj}A^T) = A(\text{adj}A)^T\)
2. If \(A^2 = A\), then \(A\) is identity matrix of order \(n\)
3. If \(A^3 = A\), then \(A\) is identity matrix of order \(n\)
Which of the statements given above are correct?

This question was previously asked in
NDA 2 2024 GAT Question Paper (01-Sep-2024)
The correct answer is
1 and 2 only

Matrix Properties Analysis: Non-Singular Matrix A

The question asks us to evaluate the correctness of three statements regarding a non-singular matrix \(A\) of order \(n\). A non-singular matrix is a square matrix that has an inverse (i.e., its determinant is non-zero).

Evaluating Statement 1: \(A(\text{adj}A^T) = A(\text{adj}A)^T\)

Let's break down this statement:

  • Key Property 1: For any square matrix \(M\), the adjoint of its transpose is the transpose of its adjoint. That is, \(\text{adj}(M^T) = (\text{adj}M)^T\). Applying this to matrix \(A\), we have \(\text{adj}(A^T) = (\text{adj}A)^T\).
  • Substituting Property 1: If we substitute \((\text{adj}A)^T\) for \(\text{adj}(A^T)\) in the left side of the statement, we get \(A(\text{adj}A^T) = A((\text{adj}A)^T)\).
  • Comparing Sides: The statement essentially asks if \(A((\text{adj}A)^T) = A(\text{adj}A)^T\). This equality is true by definition after the substitution.
  • Alternative Verification: We also know that for any non-singular matrix \(A\), \(A(\text{adj}A) = |A|I_n\), where \(|A|\) is the determinant of \(A\) and \(I_n\) is the identity matrix of order \(n\).
    • Left Hand Side (LHS): \(A(\text{adj}A^T)\). Taking the transpose of the LHS: \((A(\text{adj}A^T))^T = (\text{adj}A^T)^T (A^T)^T = (\text{adj}A^T)^T A\). Using Property 1, this becomes \(((\text{adj}A)^T)^T A = (\text{adj}A) A\). Since \((\text{adj}A) A = |A|I_n\), we have \((A(\text{adj}A^T))^T = |A|I_n\). Taking the transpose again, we get \(A(\text{adj}A^T) = (|A|I_n)^T = |A|I_n\). So, LHS = \(|A|I_n\).
    • Right Hand Side (RHS): \(A(\text{adj}A)^T\). Let \(X = A(\text{adj}A)\). We know \(X = |A|I_n\). Then the RHS is \(X^T\). Since \(X = |A|I_n\), \(X^T = (|A|I_n)^T = |A|I_n^T = |A|I_n\). So, RHS = \(|A|I_n\).
    Since LHS = RHS, Statement 1 is correct.

Evaluating Statement 2: If \(A^2 = A\), then \(A\) is the identity matrix of order \(n\).

Let's analyze the condition \(A^2 = A\) for a non-singular matrix \(A\).

  • Rewrite the equation: \(A^2 - A = 0\).
  • Factor out \(A\): \(A(A - I) = 0\), where \(I\) is the identity matrix.
  • Since \(A\) is non-singular, its inverse \(A^{-1}\) exists. Multiply both sides by \(A^{-1}\) on the left:

    \(A^{-1}A(A - I) = A^{-1}0\)

  • Simplify using \(A^{-1}A = I\) and \(A^{-1}0 = 0\):

    \(I(A - I) = 0\)

    \(A - I = 0\)

  • Solve for \(A\): \(A = I\).

This derivation shows that if \(A\) is non-singular and \(A^2 = A\), then \(A\) must indeed be the identity matrix. Therefore, Statement 2 is correct.

Evaluating Statement 3: If \(A^3 = A\), then \(A\) is the identity matrix of order \(n\).

Let's examine the condition \(A^3 = A\) for a non-singular matrix \(A\).

  • Rewrite the equation: \(A^3 - A = 0\).
  • Factor out \(A\): \(A(A^2 - I) = 0\).
  • Multiply by \(A^{-1}\) on the left (since \(A\) is non-singular):

    \(A^{-1}A(A^2 - I) = A^{-1}0\)

    \(I(A^2 - I) = 0\)

    \(A^2 - I = 0\)

    \(A^2 = I\)

  • The condition \(A^3 = A\) for a non-singular matrix implies \(A^2 = I\). However, \(A^2 = I\) does not necessarily mean \(A = I\).
  • Counterexample: Consider the matrix \(A = -I\).
    • Is \(A\) non-singular? The determinant is \(|A| = |-I| = (-1)^n\). This is either 1 or -1, and never 0. So, \(A=-I\) is always non-singular.
    • Does \(A^3 = A\) hold? \(A^3 = (-I)^3 = (-1)^3 I^3 = -I\). Since \(A = -I\), the condition \(A^3 = A\) is satisfied.
    • Is \(A=I\)? \(A = -I\). This equals \(I\) only if \(-I = I\), which implies \(2I = 0\). This is impossible for matrices over real or complex numbers unless \(I\) is the zero matrix (which isn't the identity matrix). Thus, \(A = -I\) is not the identity matrix.

Since we found a non-singular matrix (\(A=-I\)) for which \(A^3=A\) but \(A \neq I\), Statement 3 is incorrect.

Final Conclusion

Based on the analysis of each statement:

  • Statement 1 is correct.
  • Statement 2 is correct.
  • Statement 3 is incorrect.

Therefore, the correct statements are 1 and 2.

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Important Questions from Matrices and Determinants

  1. If each element of a matrix is zero, then the matrix is:
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  5. If A is a square matrix such that \(|A| = -2\), then \(|AA^T|\), where \(A^T\) is the transpose of A, is equal to
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