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NCERT Exemplar · Q29

Q.Show that A′AA'A and AA′AA' are both symmetric matrices for any matrix AA.

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For any matrix AA, the products A′AA'A and AA′AA' are always symmetric because transposing either one gives back the same matrix — this follows directly from the reversal rule of transposition.

The key idea here is simple but powerful: when you multiply a matrix by its own transpose, the result is always symmetric. This isn't a coincidence — it's baked into the algebra of transposes.

Let's understand why. A symmetric matrix is one that equals its own transpose: M=M′M = M'. So to show A′AA'A is symmetric, we just need to prove (A′A)′=A′A(A'A)' = A'A. Similarly for AA′AA'.

The only tool we need is the reversal rule: (AB)′=B′A′(AB)' = B'A'. When you transpose a product, you reverse the order and transpose each factor. That's the entire engine of this proof.


  1. Start with A′AA'A.

    Take its transpose: (A′A)′(A'A)'.

    By the reversal rule, this becomes A′(A′)′A' (A')'.

    Now, the transpose of a transpose brings you back: (A′)′=A(A')' = A.

    So (A′A)′=A′A(A'A)' = A'A.

    That's exactly the condition for symmetry. Hence A′AA'A is symmetric.

  2. Now do the same for AA′AA'.

    Transpose it: (AA′)′(AA')'.

    Reverse and transpose: (A′)′A′=AA′(A')' A' = A A'.

    So (AA′)′=AA′(AA')' = AA', which means AA′AA' is symmetric too. …

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