Transforming Linear Transformation with Non-Standard Basis

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Homework Help Overview

The problem involves finding the matrix representation of a linear transformation with respect to a non-standard basis. The original poster presents a linear transformation defined by a standard matrix and seeks to express this transformation in terms of a new basis consisting of two specific vectors.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the transformation of basis vectors and the relationship between the standard basis and the new basis. The original poster attempts to express standard basis vectors in terms of the new basis and applies the transformation to these vectors. Others suggest focusing directly on the transformation of the new basis vectors instead.

Discussion Status

The discussion has progressed with participants providing guidance on how to approach the transformation. There is an exploration of the change of basis matrix and its role in transforming the linear transformation matrix to the new basis. The original poster expresses some understanding of the process, indicating a productive direction in the discussion.

Contextual Notes

Participants note the importance of understanding the relationship between different bases and the implications for transforming vectors. There is an acknowledgment of the challenges posed by the textbook material, suggesting that clarity on these concepts is still being sought.

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Homework Statement


Suppose the matrix standard matrix for a linear trnaformation T: R^2 --->R^2 is[PLAIN]http://www.texify.com/img/%5CLARGE%5C%21%5Cbegin%7Bequation%7D%5Cbegin%7Bpmatrix%7D2%20%26%20-3%20%5C%5C%200%20%26%201%5Cend%7Bpmatrix%7D%5Cend%7Bequation%7D.gif

Find the matrix T with respect to basis B, i.e. find [T]B. The basis B contains the vectors b1=(1,1) and b2=(1,-1).


Homework Equations


T(u + v) = T(u) + T(v)
cT(u) = T(cu)


The Attempt at a Solution


Well I'm definitely feeling like I don't have a solid understanding of what's going on here, but here's some of what I've tried.

So we want to see how the linear transformation transforms a vector (h,k) in the Basis B. My first thought was to see how e1 and e2 are transformed and then write them in terms of the basis vectors

So i found that:
e1 = 1/2b1 + 1/2b2
e2 = 1/2b1 - 1/2b2

From the matrix i used that
T(e1) = 2e1 = 2(1/2b1 + 1/2 b2) = b1 + b2
T(e2) = -3e1 + e2 = -3(1/2b1 + 1/2b2) + (1/2b1 - 1/2b2) = -b1 - 2b2

Now I'm not sure what to do next. Any hints would be great, or suggestions for an online source to read because the section in my textbook on this hasn't helped me to much.
 
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Greetings! You're close, but instead of seeing how e1 and e2 are transformed, you'll want to see how b1 and b2 are transformed. Then write T(b1) and T(b2) in terms of b1 and b2, just like you did for T(e1) and T(e2).
 
The idea here is that you have a linear transformation that works on vectors in the standard basis i.e. A = a1e1 + a2e2. But say you have a bunch of vectors, (say millions) in terms of another basis set, which you would like to transform via the transformation matrix. Well you could either find all the components of these vectors in the standard basis and then apply the original transformation matrix. Or the easier way is to transform the matrix so that it can transform vectors in the new basis correctly.
 
ahh think I see how to transform the matrix now.

Let D = the transformation matrix with repect to the basis B.
Let C = the change of basis matrix with columns composed of b1, b2
Let A = the standard transformation matrix.

x = C[x]B and because the columns of C by definition are linearly independent [x]B = C-1x

D[x]B = [Ax]B = C^-1Ax = C^-1AC[x]B

which leads to

D = C-1AC

This gave me the right answer.
 

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