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

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Homework Help Overview

The discussion revolves around finding the matrix representation of a linear operator T on the space of polynomials P1 over R, specifically transitioning between two sets of bases A and A'. The original poster is tasked with determining the matrix of T with respect to the new basis A' and B' after being given its representation with respect to the basis A and B, which are the same.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Problem interpretation, Assumption checking

Approaches and Questions Raised

  • The original poster attempts to understand the necessity of having two identical bases A and B. They explore the transition matrix from A to A' and express the basis vectors in terms of one another. Some participants clarify the notation and the implications of the matrix representation of T. Others suggest alternative methods for finding the matrix representation with respect to the new bases.

Discussion Status

Participants are actively engaging with the problem, questioning the notation and the relationships between the bases. Some have provided guidance on how to approach the transition between bases, while others are clarifying misunderstandings about the representation of the operator T. There is a recognition of the need to combine multiple transition matrices, and the discussion is exploring various interpretations and methods without reaching a consensus.

Contextual Notes

There are uncertainties regarding the notation used in the problem statement, particularly about the direction of the transition matrices. Participants are also discussing the implications of the bases spanning the vector space and the potential challenges in representing vectors with respect to the new basis.

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 [itex]T: P_1 \rightarrow P_1[/itex]. The matrix

[tex]T_{BA}=\begin{bmatrix}3 & -2\\1 & 0\end{bmatrix}[/tex]

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

[tex]U_{A'A}=\begin{bmatrix}1 & -1 \\ -1 & 2\end{bmatrix}[/tex]

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

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

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

Let's say [itex]\vec{x}_{A'}[/itex] is the representation of vector [itex]\vec{x}[/itex] wrt the A' basis. When you multiply it by [itex]U_{AA'}[/itex], you get [itex]\vec{x}_A = U_{AA'}\vec{x}_{A'}[/itex], its representation wrt the A basis. Then you can multiply it by [itex]T_{BA}[/itex] to get [itex]T(\vec{x})[/itex] 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

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

" [tex] T_{BA}=\begin{bmatrix}3 & -2\\1 & 0\end{bmatrix}[/tex]

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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