Prove Idempotency of A: Homework Statement

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The discussion centers on proving the idempotency of matrix A given the equation (A^τ)A = A. Participants clarify that since A^τ A = A^τ, it follows that A must equal its own transpose, leading to the conclusion that A^2 = A, thereby proving A is idempotent. The conversation highlights the importance of understanding matrix properties, particularly in relation to transposes and idempotency.

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Homework Statement


Prove that if (A^τ)A = A, then A is idempotent. [Hint: First show that (A^τ)A = A^τ]

Homework Equations


N/A

The Attempt at a Solution


I've gotten to the hint portion by taking the transpose of both sides, but have been unable to get that far past that. I've tried right side multiplying by A^-1 and have gotten this far:
A^τ = A^τ(A^-1), then, taking the transpose of each side yields
A = [(A^-1)^τ]A

I can't figure out how to get rid of the transpose/inverse from there. Any help would be greatly appreciated. Thanks!
 
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You can't take the inverse because you don't know that A is invertible. Indeed, if A is invertible and idempotent, then A must be the identity matrix. (Can you prove that?)

You are given that A^T A = A, and you have shown that A^T A = A^T. The left hand sides of these two equations are the same, and therefore the right hand sides must also be the same. What does that imply about A?
 
Ah, I see now. So A is equal to its own transpose so you can just substitute A back into the initial equation for A^T and get A^2 = A proving it's idempotent. I really appreciate the help!
 

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