Linear Transformation: Converting Between Canonical and Basis Representations

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SUMMARY

The discussion centers on the linear transformation T: ℝ² → ℝ² represented by the matrix [T]b = [[1, 0], [-3, 1]] in relation to the basis B = {(-1, 1), (0, 1)}. Participants clarify the process of converting vectors between canonical and basis representations, ultimately confirming that T(x,y) = (x, 3x+y) for all x,y ∈ ℝ is true. The key takeaway is the importance of correctly applying the transformation and understanding the relationship between the standard and basis representations.

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  • Understanding of linear transformations and their matrix representations.
  • Familiarity with basis vectors and how to convert between different bases.
  • Knowledge of matrix multiplication and its application in linear algebra.
  • Proficiency in solving systems of equations related to vector representations.
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  • Study the process of converting between canonical and basis representations in linear algebra.
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Students of linear algebra, educators teaching vector spaces, and professionals working with mathematical modeling or computer graphics will benefit from this discussion.

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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