Solving Equation System for Surjective Linear Transformation: T:R^4->R^2

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SUMMARY

The discussion focuses on the surjective linear transformation \( T: \mathbb{R}^4 \to \mathbb{R}^2 \) and its implications for the kernel and transformation matrix. The dimension of the kernel, \( \text{dim ker } T \), is established as 2, indicating there are 2 free variables when solving the equation \( T(x) = y \) for \( y \in \mathbb{R}^2 \). A transformation matrix for \( T \) is constructed as \( [T] = \begin{bmatrix} 1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \end{bmatrix} \), which satisfies the conditions for surjectivity. The necessity of surjectivity is clarified, emphasizing that it allows for a right inverse in the transformation.

PREREQUISITES
  • Understanding of linear transformations and their properties.
  • Familiarity with the concepts of kernel and image in linear algebra.
  • Knowledge of matrix representation of linear transformations.
  • Basic grasp of vector spaces, particularly \( \mathbb{R}^2 \) and \( \mathbb{R}^4 \).
NEXT STEPS
  • Study the properties of surjective linear transformations in depth.
  • Learn about the relationship between kernel dimensions and free variables in linear systems.
  • Explore the concept of right inverses in linear algebra.
  • Investigate the construction of transformation matrices for various linear transformations.
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Students and professionals in mathematics, particularly those focusing on linear algebra, as well as educators teaching concepts related to linear transformations and their applications.

Petrus
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T is a surjective linear transformation $$T: \mathbb{R^4}-> \mathbb{R^2}$$. Decide dim ker T. How many free variables do I get if I solve equation system $$T(x)=y$$ for a vector $$y \in \mathbb{R^2}$$? Construct a transformation matrix belonging to a surjective linear transformation $$T:\mathbb{R^4}->\mathbb{R^2}$$

My progres:
Dim ker T=$$4-2=2$$
Dim ker T=free variables that mean we got 2 free variables
I'm stuck at transformation matrix

Regards,
$$|\pi\rangle$$
 
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Let's keep it simple and try things we know. Consider the canonical basis for $\mathbb{R}^4$ and $\mathbb{R}^2$. Let's define $T: \mathbb{R}^4 \to \mathbb{R}^2$ with $T(1,0,0,0) = (1,0)$ and $T(0,1,0,0) = (0,1)$. Well, we've got the image cleared. Where else could we define the other vectors $(0,0,1,0), (0,0,0,1)$ to go? ;)
 
Well the matrix for $T$ will be a 2x4 matrix. Most 2x4 matrices you might come up with would do, as long as neither row was 0, and the second row was not a scalar multiple of the first. An easy one to come up with is this:

$[T] = \begin{bmatrix}1&0&0&0\\0&1&0&0 \end{bmatrix}$

which is the matrix relative to the standard bases for $\Bbb R^4$ and $\Bbb R^2$ for the surjective linear transformation:

$T(x_1,x_2,x_3,x_4) = (x_1,x_2)$
 
Thanks!
May I ask one thing did we Really need to know it is surjective? I mean what I know is that T got an right inverse. I still Dont understand WHY would I need to know it's surjective?

Regards,
$$|\pi\rangle$$
 
It is surjective because you have the linear transformation going from a bigger space to a smaller. If you had instead $T: \mathbb{R}^2 \to \mathbb{R}^4$ all you could have tops was an injective transformation, therefore you'd have a left inverse. ;)
 
Fantini said:
It is surjective because you have the linear transformation going from a bigger space to a smaller. If you had instead $T: \mathbb{R}^2 \to \mathbb{R}^4$ all you could have tops was an injective transformation, therefore you'd have a left inverse. ;)
Hmm I start to think that the injective transformation for transformation matrix $$T^{-1}$$, but 2x4 Dont have determinant hence there is no inverse but is it correctly understand?

Edit:I keep forgeting it got right inverse but that right inverse is it that transformation matrix for
$T: \mathbb{R}^2 \to \mathbb{R}^4$
Regards,
$$|\pi\rangle$$
 
Last edited:
Petrus said:
T is a surjective linear transformation $$T: \mathbb{R^4}-> \mathbb{R^2}$$. Decide dim ker T. How many free variables do I get if I solve equation system $$T(x)=y$$ for a vector $$y \in \mathbb{R^2}$$? Construct a transformation matrix belonging to a surjective linear transformation $$T:\mathbb{R^4}->\mathbb{R^2}$$

My progres:
Dim ker T=$$4-2=2$$
Dim ker T=free variables that mean we got 2 free variables
I'm stuck at transformation matrix

Regards,
$$|\pi\rangle$$

Since T is surjective (1,0) and (0,1) each must have at least 1 original.
Let's call those originals $\vec b_1$ respectively $\vec b_2$.
They will be independent of each other.
Now find 2 independent vectors in the kernel and let's call them $\vec b_3$ respectively $\vec b_4$.

Let's call B the matrix:
$$B=\begin{pmatrix}\vec b_1&\vec b_2&\vec b_3&\vec b4\end{pmatrix}$$
The matrix B is invertible because all vectors are independent.

Then:
$$TB= \begin{pmatrix}1&0&0&0 \\ 0&1&0&0\end{pmatrix}$$
And:
$$T=TBB^{-1}= \begin{pmatrix}1&0&0&0 \\ 0&1&0&0\end{pmatrix}B^{-1}$$
 

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