Linear Transformation: Converting Between Canonical and Basis Representations

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Homework Help Overview

The discussion revolves around a linear transformation T: ℝ² → ℝ² represented by a matrix in relation to a specific basis B = {(-1, 1), (0, 1)}. The original poster is questioning the validity of the statement T(x,y) = (x, 3x+y) for all x,y∈ℝ, while exploring the conversion between canonical and basis representations.

Discussion Character

  • Exploratory, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Participants discuss converting vectors from the canonical basis to basis B and vice versa. There are attempts to apply the transformation matrix [T]b to various representations of (x,y) and questions about the correctness of these transformations.

Discussion Status

Some participants have provided guidance on how to approach the conversion between bases and the application of the transformation. There is an ongoing exploration of the implications of the transformation and the validity of the original statement, with no explicit consensus reached.

Contextual Notes

Participants are navigating the complexities of linear transformations and basis representations, with some expressing uncertainty about the definitions and operations involved. There is a focus on ensuring the correct application of the transformation relative to the specified basis.

Victor Feitosa
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Homework Statement



Being T: ℝ2 → ℝ2 the linear operator which matrix in relation to basis B = {(-1, 1), (0, 1)} IS:
[T]b =
\begin{bmatrix}
1 & 0\\
-3 & 1
\end{bmatrix}

True or False: T(x,y) = (x, 3x+y) for all x,y∈ℝ?

Homework Equations

The Attempt at a Solution

3
[/B]
So first I convert (x,y) from canonical to basis B and found (-1, 2).
Next, I calculate [T]b. (-1,2). Found that the result is (-x, 3x +2y).
Now, from my perspective i have to convert it to canonical basis again.
But how am I suposed to do it?
 
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I am a little unclear of what the question is asking.
## [T]_b = \begin{bmatrix} 1&0\\-3&1 \end{bmatrix} ##
And in stacked matrix form:
## B = \begin{bmatrix} -1&0\\1&1 \end{bmatrix} ##
So, you are looking for a matrix A such that AB = [T]_b. Is that the correct understanding of the question?
 
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Sorry, I just want to know if the following statement is true: True or False: T(x,y) = (x, 3x+y) for all x,y∈ℝ?
 
##[T]_b## refers to the matrix operation conducted relative to the basis set B.
So if you start with (x,y) in the standard basis, what is (x,y) in basis B? ( y-x, y).
Then apply T_b to that and you will get T(x,y).
 
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RUber said:
##[T]_b## refers to the matrix operation conducted relative to the basis set B.
So if you start with (x,y) in the standard basis, what is (x,y) in basis B? ( y-x, y).
Then apply T_b to that and you will get T(x,y).

I did what you said, but I get that T(x,y) = (-x+y, 3x-2y)
How I convert it to standard basis again?
I tried to multiply T(x,y).B , but my result is (4x -3y, 3x-2y)
I don't know what I am doing wrong..
 
Victor Feitosa said:
I did what you said, but I get that T(x,y) = (-x+y, 3x-2y)
This looks right.
How I convert it to standard basis again?
You don't -- x and y are representative of the standard basis.
 
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But the answer says that the statement T(x,y) = (x, 3x+y) for all x,y∈ℝ? is True.

Also, [T]b.(x,y)b return the answer in Basis B, not?
 
Hmmm. Okay. So perhaps we did the operation backward to get from (x,y) in the standard basis to (a,b) in the basis B.
To point to ( x,y )_{x,y} you need a = -x, and b = x+y, or (-x, x+y)_B.
Hit that with T_b.
You get ( -x, 3x+x + y ) = (-x, 4x+y) in basis B.
Putting that back into the canonical basis, gives ( x , -x+4x+y).
Now I can see that the answer should be true.

The problem was that we were using the definition for basis vectors of B, as the operation to move from (x,y)_{x,y} to (a,b)_B, where really it is B * (a,b)_B = (x,y).
This means that:
(a,b)_B = B^{-1} (x,y).
T_b (a,b)_B = T_b B^{-1} (x,y), which as you said was in basis B.
So B T_b (a,b)_B =B T_b B^{-1} (x,y) will return the answer in the standard basis.

Sorry that took so long.
 
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Since you are told what T is "in relation to basis B = {(-1, 1), (0, 1)}", write (x, y) in that basis:
(x, y)= a(-1, 1)+ b(0, 1)= (-a, a+ b) so we have -a= x and a+ b= y. a= -x so a+ b= -x+ b= y, b= x+ y.

(x, y)= -x(-1, 1)+ (x+ y)(0, 1). T(x, y)= -xT(-1, 1)+ (x+ y)T(0, 1).
 
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  • #10
Thank yu both, guys!
It took long to understand but thanks to you all I managed to grasp it. And I think it'll stick now!
 

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