Combination of Linear Transformations

Click For Summary
SUMMARY

The discussion centers on the combination of linear transformations, specifically how to prove that a function defined as \( H(u) = 2F(u) - G(u) \) is also a linear transformation when \( F \) and \( G \) are linear transformations from \( \mathbb{R}^{n} \) to \( \mathbb{R}^{m} \). The key properties of linear transformations, namely preservation of addition and scalar multiplication, are essential for this proof. The participants emphasize the importance of verifying these properties for the function \( H \) to confirm its linearity.

PREREQUISITES
  • Understanding of linear transformations in vector spaces
  • Familiarity with the properties of addition and scalar multiplication
  • Knowledge of standard matrices associated with linear transformations
  • Basic concepts of vector spaces and mappings
NEXT STEPS
  • Study the properties of linear transformations in depth
  • Learn how to represent linear transformations using matrices
  • Explore the concept of linear combinations of functions
  • Investigate the implications of linearity in higher-dimensional spaces
USEFUL FOR

Students and educators in linear algebra, mathematicians interested in functional analysis, and anyone seeking to deepen their understanding of linear transformations and their combinations.

TheFallen018
Messages
52
Reaction score
0
Hello,

I'm trying to get my head around linear transformations, and there are a few things I'm not grasping too well. I'm trying to understand combinations of linear transformations, but I can't find a lot of clear information on them. As far as I can tell, any two linear transformations of the same dimensions should be able to be combined into a single transformation. Is there a clear and easy way to prove this though?

Here's an example of what I mean.

Let F and G be $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ transformations. Define a function $H :$ $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ by $H(u) = 2F(u)-G(u)$. Show that $H$ is also a linear transformation.

I was thinking of trying to show it using standard matrices of linear transformations, but I'm not sure if that's the best approach.

If you could point me in the right direction, that would be really helpful. Thanks heaps! :)
 
Physics news on Phys.org
TheFallen018 said:
Hello,

I'm trying to get my head around linear transformations, and there are a few things I'm not grasping too well. I'm trying to understand combinations of linear transformations, but I can't find a lot of clear information on them. As far as I can tell, any two linear transformations of the same dimensions should be able to be combined into a single transformation. Is there a clear and easy way to prove this though?

Here's an example of what I mean.

Let F and G be $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ transformations. Define a function $H :$ $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ by $H(u) = 2F(u)-G(u)$. Show that $H$ is also a linear transformation.

I was thinking of trying to show it using standard matrices of linear transformations, but I'm not sure if that's the best approach.

If you could point me in the right direction, that would be really helpful. Thanks heaps! :)
The definition of a linear transformation is that it is a transformation that preserves addition and scalar multiplication.

So if $F : \mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ is a linear transformation, that means that $F(u+v) = F(u) + F(v)$ and $F(\lambda u) = \lambda F(u)$ (for all $u,v\in\Bbb{R^n}$ and $\lambda\in\Bbb{R}$).

You have to check that if $F$ and $G$ have those properties then so does $H$.
 
TheFallen018 said:
Hello,

I'm trying to get my head around linear transformations, and there are a few things I'm not grasping too well. I'm trying to understand combinations of linear transformations, but I can't find a lot of clear information on them. As far as I can tell, any two linear transformations of the same dimensions should be able to be combined into a single transformation. Is there a clear and easy way to prove this though?

Here's an example of what I mean.

Let F and G be $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ transformations.
? Doesn't the problem say that F and G are linear transformations? If not then this is simply not true!

Define a function $H :$ $\mathbb{R}^{n}\rightarrow \mathbb{R}^{m}$ by $H(u) = 2F(u)-G(u)$. Show that $H$ is also a linear transformation.

I was thinking of trying to show it using standard matrices of linear transformations, but I'm not sure if that's the best approach.

If you could point me in the right direction, that would be really helpful. Thanks heaps! :)
 

Similar threads

  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 23 ·
Replies
23
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 52 ·
2
Replies
52
Views
4K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 1 ·
Replies
1
Views
2K
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K