Matrix representation of function composition

In summary, the conversation discusses proving that two linear transformations, ##T_a## and ##T_b##, are linear transformations and composing them to find the resulting matrix representation. The resulting matrix is ##\begin{bmatrix}-1 & -1 \\ 2 & 0 \end{bmatrix}## and the linear transformation is described as ##(T_a\circ T_b)\begin{bmatrix} x\\y \end{bmatrix} = \begin{bmatrix}-x -y\\ 2x \end{bmatrix}##.
  • #1
Sociomath
9
0
Am I on the right path here?

1. Homework Statement

i. Prove that ##T_{a}## and ##T_{b}## are linear transformations.
ii. Compose the two linear transformations and show the matrix that represents that composition.

2. The attempt at a solution

i. Prove that ##T_{a}## and ##T_{b}## are linear transformations.
i. ##T_{a} \begin{bmatrix}x \\ y\end{bmatrix} = \begin{bmatrix}-x \\ x+y\end{bmatrix}##
##x =\begin{bmatrix}-1\\1\end{bmatrix}+y\begin{bmatrix}0\\1 \end{bmatrix}##
##\begin{bmatrix}-1 & 0 \\ 1 & 1 \end{bmatrix}\begin{bmatrix}x \\ y \end{bmatrix}##
##T_{a}## = Linear transformation.

##T_{b} \begin{bmatrix}x \\ y \end{bmatrix} = \begin{bmatrix}x+y \\ x -y \end{bmatrix}##
##x \begin{bmatrix}1\\1 \end{bmatrix} + y \begin{bmatrix}1\\-1 \end{bmatrix} = \begin{bmatrix}1 & 1 \\ 1 & -1 \end{bmatrix} \begin{bmatrix}x\\y \end{bmatrix}##
##T_{b}## = Linear transformation.

ii. Compose the two linear transformations and show the matrix that represents that composition.
##T_{a} {\circ} T_{b} = \left[T_{a}\right]\left[T_{e}\right] = \begin{bmatrix}-1 & 0 \\ 1 & 1 \end{bmatrix} \begin{bmatrix}1 & 1 \\ 1 & -1 \end{bmatrix}##
##= \begin{bmatrix}-1 & -1 \\ 2 & 0 \end{bmatrix}##

Thanks in advance.
 
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  • #2
That looks correct. However, from the way the question is written, they expect you to not just produce the matrix but also state the the transformation in the same form as that in which the original two were given, ie this form
$$
T_{a} \begin{bmatrix}x \\ y\end{bmatrix} = \begin{bmatrix}-x \\ x+y\end{bmatrix}
$$
 
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  • #3
andrewkirk said:
That looks correct. However, from the way the question is written, they expect you to not just produce the matrix but also state the the transformation in the same form as that in which the original two were given, ie this form
$$
T_{a} \begin{bmatrix}x \\ y\end{bmatrix} = \begin{bmatrix}-x \\ x+y\end{bmatrix}
$$

##\left[T_{a}\right]\left[T_{b}\right] = \begin{bmatrix}-1 & -1 \\ 2 & 0 \end{bmatrix} \begin{bmatrix} x\\y \end{bmatrix} = \begin{bmatrix}-x -y\\ 2x \end{bmatrix}##
 
  • #4
Sociomath said:
##\left[T_{a}\right]\left[T_{b}\right] = \begin{bmatrix}-1 & -1 \\ 2 & 0 \end{bmatrix} \begin{bmatrix} x\\y \end{bmatrix} = \begin{bmatrix}-x -y\\ 2x \end{bmatrix}##
I wouldn't write it like that, because ##[T_a]##is the matrix representation of the linear operator ##T_a##, rather than the linear transformation itself. The transformation is ##T_a\circ T_b##. So writing it the same way as that in which ##T_a## and ##T_b## were presented would be
$$(T_a\circ T_b)\begin{bmatrix} x\\y \end{bmatrix} = \begin{bmatrix}-x -y\\ 2x \end{bmatrix}$$
 
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Related to Matrix representation of function composition

1. What is the definition of matrix representation of function composition?

The matrix representation of function composition is a method of representing the composition of two functions using matrices. It involves multiplying the matrices of the individual functions in a specific order to obtain the matrix of the composite function.

2. How is the matrix representation of function composition used in linear algebra?

The matrix representation of function composition is used in linear algebra to simplify the process of performing function compositions. It allows us to use matrix operations, such as multiplication and inversion, to solve problems involving function compositions.

3. Can the matrix representation of function composition be applied to non-linear functions?

Yes, the matrix representation of function composition can be applied to both linear and non-linear functions. However, the matrices used will differ depending on the type of function being composed.

4. What are the advantages of using matrix representation of function composition?

There are several advantages of using matrix representation of function composition, including its ability to simplify complex compositions, its versatility in handling both linear and non-linear functions, and its usefulness in solving problems in linear algebra.

5. Are there any limitations to the use of matrix representation of function composition?

One limitation of using matrix representation of function composition is that it can only be applied to functions that can be represented by matrices. Additionally, it may not be the most efficient method for solving certain function composition problems compared to other techniques.

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