Nullspace of a square matrix A and A^2 are related?

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SUMMARY

The discussion centers on the relationship between the nullspace of a square matrix A and its square A². It is established that if x is in the nullspace of A, then x is also in the nullspace of A², confirming statement (a) as true. However, statement (b) is not universally true; a counterexample is provided using the matrix A = [[0, 0], [0, 1]], where A² results in a zero matrix, demonstrating that the nullspace of A² can contain more solutions than that of A.

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brownman
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Homework Statement


Say that A is a square matrix. Show that the following statements are true, or give a counter example:
a) If x is in the nullspace of A, then x is in the nullspace of A2
b) If x is in the nullspace of A2, the x is in the nullspace of A.


Homework Equations





The Attempt at a Solution



I solved part a, or maybe I didn't. I said

"Ax=0 is our assumption.
A2x = A*Ax = A(0) = 0
so statement a is true."

However, for part b, I stated:

"A2x=0 is our assumption.
Let B=A2, so Bx=0 is true.
A*Ax = 0

We have no way of knowing if Ax is true yet.
However if we left multiply by the inverse of A,
we can see that Ax=0. Therefore the statement
b is true unless the determinant of A is zero,
and the inverse does not exist."

However, when trying any and all matrices, some with and some without a determinant equal to zero, and finding the nullspace of the matrix squared and checking it with the original matrix, it always returns a matrix of zero. Ideas? Thanks in advance.
 
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brownman said:

Homework Statement


Say that A is a square matrix. Show that the following statements are true, or give a counter example:
a) If x is in the nullspace of A, then x is in the nullspace of A2
b) If x is in the nullspace of A2, the x is in the nullspace of A.


Homework Equations





The Attempt at a Solution



I solved part a, or maybe I didn't. I said

"Ax=0 is our assumption.
A2x = A*Ax = A(0) = 0
so statement a is true."

However, for part b, I stated:

"A2x=0 is our assumption.
Let B=A2, so Bx=0 is true.
A*Ax = 0

We have no way of knowing if Ax is true yet.
However if we left multiply by the inverse of A,
we can see that Ax=0. Therefore the statement
b is true unless the determinant of A is zero,
and the inverse does not exist."

However, when trying any and all matrices, some with and some without a determinant equal to zero, and finding the nullspace of the matrix squared and checking it with the original matrix, it always returns a matrix of zero. Ideas? Thanks in advance.

Part a looks fine.
Part b - see if you can find a matrix A (2 x 2 is fine) such that A2 = 0, even though A ≠ 0.
 
Oh... Okay I get it now.

If I use the matrix

0 0
0 1 = A and

0 0
0 0 = A2

The nullspace of A2 has infinite solutions
and the nullspace of A will have at least one x value
that will have to be zero in order for it to be a valid
equation, so the A2 nullspace can not
transfer over.

Thanks :)
 

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