What is the matrix of T with respect to the basis (2,1),(1,-2)?

Click For Summary
SUMMARY

The matrix for the linear transformation T: R² → R², defined by rotation through an angle θ, is represented as A = [[cos θ, -sin θ], [sin θ, cos θ]]. To find the matrix of T with respect to the new basis (2,1) and (1,-2), the transformation matrices I and I⁻¹ are utilized. The correct transformation matrix is calculated as T(x) = I A I⁻¹ x, where I converts coordinates from the standard basis to the new basis, and I⁻¹ performs the inverse operation. The user initially misordered the transformation matrices but clarified the correct sequence for applying the transformations.

PREREQUISITES
  • Understanding of linear transformations in R²
  • Familiarity with matrix multiplication
  • Knowledge of basis change in vector spaces
  • Proficiency in calculating matrix inverses
NEXT STEPS
  • Study the process of changing bases in linear algebra
  • Learn about matrix representation of linear transformations
  • Explore the geometric interpretation of rotation matrices
  • Practice calculating transformation matrices for various bases
USEFUL FOR

Students studying linear algebra, particularly those focusing on transformations and basis changes, as well as educators teaching these concepts in a classroom setting.

lockedup
Messages
67
Reaction score
0

Homework Statement


Recall that the matrix for [tex]T: R^{2} \rightarrow R^{2}[/tex] defined by rotation through an angle [tex]\theta[/tex] with respect to the standard basis for [tex]R^{2}[/tex] is

[tex]\[A =\begin{array}{cc}cos \theta & -sin \theta \\sin \theta & cos\theta \\\end{array}\]\right][/tex]

a) What is the matrix of T with respect to the basis (2,1),(1,-2)?

Homework Equations





The Attempt at a Solution


So, here's the deal, I missed this particular lecture last week. I'm trying to teach myself this concept of changing basis. Here's one of my homework problems. Can you please check it?

alpha = standard basis, beta = new basis

I(1,0) = a(2,1) + b(1,-2) --> a = .4, b = .2
I(0,1) = a(2,1) + b(1,-2) --> a = .2, b = -.4

[tex]\[[I^{\beta}_{\alpha}] = \begin{array}{cc} .4 & .2 \\ .2 & -.4 \\ \end{array}[/tex]

[tex]\[[I^{\beta}_{\alpha}]^{-1} = (\frac{1}{.4(-.4)-.2(.2)})\begin{array}{cc} -.4 & -.2 \\ -.2 & .4 \\ \end{array}<br /> = -5(\begin{array}{cc} -.4 & -.2 \\ -.2 & .4 \\ \end{array}) <br /> = \begin{array}{cc} 2 & 1 \\ 1 & -2 \\ \end{array}[/tex]

The new transformation matrix should be [tex][I^{\beta}_{\alpha}]^{-1}A[I^{\beta}_{\alpha}] = (\begin{array}{cc} 2 & 1 \\ 1 & -2 \\ \end{array})(\begin{array}{cc}cos \theta & -sin \theta \\sin \theta & cos\theta \\\end{array})(\begin{array}{cc} .4 & .2 \\ .2 & -.4 \\ \end{array}) = \begin{array}{cc}cos \theta & sin \theta \\ -sin \theta & cos \theta[/tex]
 
Physics news on Phys.org
Your solution is almost correct. You just got the two transformation matrices backwards.

I just remember the order like this. Your I matrix (not the best letter to use) converts coordinates from the standard basis to the new basis, and its inverse goes from the new basis to the standard basis. The matrix A works on vectors in the standard basis. So suppose you have a vector x expressed in the new basis and you want to see what T does to it. First, you multiply I-1 to convert it to the standard basis, giving you I-1x. Once it's expressed in the standard basis, you can use A to calculate what T does to it, so now you have AI-1x. But A gives you a result that still in the standard basis, so you need to convert back to the new basis. The end result is T(x)=IAI-1x.
 
You're right, I is not the best letter to use. I think my professor used it for "identity mapping".

Anyways, I looked at a half-example from my teacher's notes. (She writes everything down on a smart board and saves it.) She put alpha = new basis and beta = standard basis and I got confused.
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 11 ·
Replies
11
Views
2K
Replies
6
Views
1K
Replies
3
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
0
Views
1K