What is the Proof for Matrix Multiplication with Invertible Matrices?

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SUMMARY

The discussion focuses on proving that if \( AX = 0 \) and \( AVX = 0 \) where \( V \) is an invertible matrix, then \( AY = 0 \) given \( AVY = 0 \). The participants clarify that \( A, X, V, Y \) are matrices, and explore examples demonstrating the conditions under which the proof holds. Specific matrices are provided, such as \( A = \begin{bmatrix} 1 & 0 \\ 0 & 0 \end{bmatrix} \) and \( V = \begin{bmatrix} 0 & 1 \\ 1 & 0 \end{bmatrix} \), illustrating the invertibility and the resulting zero products.

PREREQUISITES
  • Understanding of matrix multiplication and properties of invertible matrices
  • Familiarity with linear algebra concepts, specifically null spaces
  • Knowledge of matrix notation and operations
  • Ability to manipulate and analyze matrix equations
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jumbogala
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Homework Statement


I'm doing a proof in which I need to show:
given that AX = 0, AVX=0 where V is invertible.

Also, given that AVY = 0, then AY = 0.


Homework Equations





The Attempt at a Solution


I can't remember from the previous course I took how to do this. I know that I can multiply from the left or right by V-1, but seeing as V is in the middle that won't work.

This is part of a larger proof, if it would make more sense to have the entire question let me know.
 
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I'm assuming A,X,V,Y are matrices, but I'm not sure (EDIT: I see you stated in the title that they are matrices). Also do X and Y need to be vectors or are they general matrices. Do we require some matrices to be square or non-zero? Any other assumptions?

The information you have given is not sufficient. Consider:
[tex]A = \left[\begin{array}{cc} 1 & 0 \\ 0 & 0 \end{array} \right][/tex]
[tex]X = \left[\begin{array}{cc} 0 \\ 0 \end{array} \right][/tex]
[tex]V = \left[\begin{array}{cc} 0 & 1 \\ 1 & 0 \end{array} \right][/tex]
[tex]Y = \left[\begin{array}{cc} 1 \\ 0 \end{array} \right][/tex]
Then [itex]V^2=I[/itex] so V is invertible. AX = AVX = AVY = 0, but,
[tex]AY = \left[\begin{array}{cc} 1 \\ 0 \end{array} \right][/tex]
 
A slightly more interesting example where all matrices are non-zero:
[tex]A = \left[\begin{array}{ccc} 1 & 0 & 0 \\ 0 & 0 &0 \\ 0 &0 & 0 \end{array} \right][/tex]
[tex]X = \left[\begin{array}{c} 0 \\ 0 \\ 1 \end{array} \right][/tex]
[tex]V = \left[\begin{array}{ccc} 0 & 1 & 0 \\ 0 & 0 & 1 \\ 1&0&0 \end{array} \right][/tex]
[tex]Y = \left[\begin{array}{c} 1 \\ 0 \\ 0 \end{array} \right][/tex]
Then [itex]V^3=I[/itex] so V is invertible. AX = AVX = AVY = 0, but,
[tex]AY = \left[\begin{array}{c} 1 \\ 0 \\ 0 \end{array} \right][/tex]
 

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