Linear Algebra Question: Finding T Matrix with Respect to A' and B' | Homework

AI Thread Summary
The discussion centers on finding the matrix representation of a linear operator T with respect to two different bases A' and B'. The original matrix representation of T is given as 3 -2; 1 0 with respect to the bases A and B, which are the same in this case. The confusion arises from the need to use transition matrices to convert between bases, specifically the transition matrix U_A'A for converting from A to A'. The correct approach involves using the transition matrix U_A'A to transform the representation of T, but participants clarify that the notation can be misleading. Ultimately, the consensus is that any vector in the space can be represented in terms of the chosen basis, ensuring the process remains valid.
zeion
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Homework Statement



Suppose the linear operator T on P1 over R has the matrix

3 -2
1 0

with respect to A = B = {1-x, x}. Find the matrix of T with respect to A' and B' = {2-x, 1}.




Homework Equations





The Attempt at a Solution



I don't understand why there needs to be two different sets A and B if they are they same?
Need A'A (transition matrix from A to A'), so I write A with respect to A' and get
[1-x]A' = (1, -1)
[x]A' = (-1, 2)

Then A'A =
1 -1
-1 2

Then A'A[T]A = [T]A'
So
(1 -1) (3 -2) (2 -2)
(-1 2) (1 0) = (-1 2) = [T]A'

But it's wrong?
 
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If I deciphered your notation correctly, you have a linear operator T: P_1 \rightarrow P_1. The matrix

T_{BA}=\begin{bmatrix}3 & -2\\1 & 0\end{bmatrix}

is T's representation where the domain is represented wrt basis A and the image is represented wrt basis B. The matrix

U_{A'A}=\begin{bmatrix}1 & -1 \\ -1 & 2\end{bmatrix}

transforms a representation of a vector from the A basis to the A' basis, and what you calculated was

T_{BA}U_{A'A} = \begin{bmatrix}2 & -2 \\ -1 & 2\end{bmatrix}

So you're sort of halfway there. What you need is the matrix U_{AA'} that will transform a vector from the A' basis to the A basis, but what you found earlier was the matrix U_{A'A} which goes in the other direction.

Let's say \vec{x}_{A'} is the representation of vector \vec{x} wrt the A' basis. When you multiply it by U_{AA'}, you get \vec{x}_A = U_{AA'}\vec{x}_{A'}, its representation wrt the A basis. Then you can multiply it by T_{BA} to get T(\vec{x}) wrt to the B basis. Finally, you need to transform the answer from the B basis to the B' basis. In symbols, you're trying to find

T_{B&#039;A&#039;} = U_{B&#039;B}T_{BA}U_{AA&#039;}[/itex]<br /> <br /> You&#039;ve got most of the pieces. You just need to get a few more and put them all together.
 
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I understand the rest of your post.. except for

" <br /> T_{BA}=\begin{bmatrix}3 &amp; -2\\1 &amp; 0\end{bmatrix}<br />

is T's representation where the domain is represented wrt basis A and the image is represented wrt basis B."

How did you get that from the question..?
 
Isn't that what the first sentence you wrote means? I could be wrong. I'm kind of guessing as to what exactly A and B are as you didn't explain the notation you're using.
 
Here's another way to do it. Write the "new" basis vectors, 2-x and 1, in terms of the "old" basis vectors, 1- x and x. That is, find numbers, a, b, c, d, such that 2- x= a(1-x)+ bx and 1= c(1- x)+ dx. Write those numbers as column matrices, [a b]T and [c d]T and multiply by the given matrix. Write the resulting matrices in terms of the "new" basis vectors. The coefficients will be the columns of the matrix in terms of the new basis vectors.

The idea is that A'x, where A' is the new matrix and x is a vector in terms of the new basis, is equal to CABx where B is convertion to the old basis, A is the original matrix, and C is convertion back to the new basis.
 
So when they say ".. has the matrix with respect to A = B = ..." that means it is a transition matrix from something wrt A to something wrt to B? How do I know its not from from B to A?

I think I understand the idea of combining multiple transition matrices, it's just the language of the question that confused me.
 
zeion said:
So when they say ".. has the matrix with respect to A = B = ..." that means it is a transition matrix from something wrt A to something wrt to B? How do I know its not from from B to A?

I think I understand the idea of combining multiple transition matrices, it's just the language of the question that confused me.
It could be from B to A. It depends on the notational conventions your class or textbook is using. It doesn't matter in this problem since A=B.
 
Okay.
What happens if I can't find a way to get one of the piece? Like if one of the components of the original cannot be represented with respect to the basis I'm trying to transform into?
 
If you have a basis A for a vector space, by definition, it spans the vector space, so any vector in that space, including all of the vectors in basis B, can be represented as a linear combination of the A basis vectors.
 
  • #10
Okay thank you I think I get it now.
 

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