Linear Algebra: Vector Space proof

Click For Summary

Homework Help Overview

The discussion revolves around proving that the set of all linear combinations of a given set of vectors in a vector space constitutes a subspace of that vector space. Participants are exploring the formal definition of a subspace and the necessary conditions for a subset to qualify as such.

Discussion Character

  • Conceptual clarification, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Participants are attempting to understand the requirements for a subset to be a subspace, including the implications of linear combinations and the necessary conditions that must be satisfied. Questions about the clarity of the problem and the definitions involved are also raised.

Discussion Status

The discussion is ongoing, with some participants expressing confusion about the definitions and requirements. Others are providing clarifications and prompting further exploration of the topic. There appears to be a mix of understanding and uncertainty among participants.

Contextual Notes

Some participants mention the need for a formal definition and examples of subspaces, indicating that the original poster may be grappling with the foundational concepts of linear algebra rather than a specific homework problem.

Rocket254
Messages
33
Reaction score
0
Linear Algebra: Vector Space proof...

I'm really having trouble comprehending this problem. This is not exactly a "homework problem" but I need a good, formal definition of this to help with some other problems.

Let (Vectors) V1, V2,...,Vk be vectors in vector space V. Then the set W of all linear combinations of Vectors V1, V2,...Vk is a "subspace" of V.

Exactly how do you prove this?

After setting up two vectors to find the subspace, I'm lost.

Gladly appreciate any help.
 
Physics news on Phys.org
Well, for some vector space V over a field F, and for the set S = {v1, ..., vk} of vectors from V, we define the span of S as the set of all linear combinations of vectors from S, i.e. span(S) = [itex]\left\{ \sum_{i=1}^n \alpha_{i} v_{i}: n \in \mathbf{N}, v_{i} \in S, \alpha_{i} \in \mathbf{F} \right\}[/itex]. Now, span(S) is obviously a subset of V, right? What simple condition must be satisfied in order for span(S) to be a subspace of V?
 
Last edited:
Do you see that if [itex]\vec{u}[/itex] and [itex]\vec{v}[/itex] are "linear combinations of V1, V2,... , Vk" then [itex]a\vec{u}+ b\vec{v}[/itex] is also a linear combination?
 
HallsofIvy said:
Do you see that if [itex]\vec{u}[/itex] and [itex]\vec{v}[/itex] are "linear combinations of V1, V2,... , Vk" then [itex]a\vec{u}+ b\vec{v}[/itex] is also a linear combination?

Yes, I see that. I'm sorry. I am just not grasping this well at all today.

So, this would be an acceptable proof?

I'm not even exactly sure what is being asked here...

doh!
 
Rocket254 said:
I'm not even exactly sure what is being asked here...

What's asked here is very clear, and you simply have to read definitions, that's all.
 
Surely you've seen examples of subspaces. What do you need to prove to show that a subset of a vector space is a subspace?
 
Ah, It just clicked.

Thank you both very much.
 
Just making sure I have this down pat...
Could I say:

A vector V that is a subspace of "V" is a linear combination of Vectors V1,V2,...,Vk if
Vector V= C1V1 + C2V2 + C3V3 + ...+ CkVk if C1,...,Ck is all real numbers?

Would that be acceptable or do I still need to set up vectors "u and v" and write this equation for both vectors?
 
Rocket254 said:
A vector V that is a subspace of "V" is a linear combination of Vectors V1,V2,...,Vk if Vector V= C1V1 + C2V2 + C3V3 + ...+ CkVk if C1,...,Ck is all real numbers?

What?

Look, if you have a vector space V and some *subset* M of V, then this very subset M is a *subspace* of V if and only if, for every two scalars a, b and vectors u, v from M, au+bv is in M, too. (One can easily show that all the other vector space axioms follow from this condition, which makes this condition efficient on an operative level.)
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 15 ·
Replies
15
Views
3K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 15 ·
Replies
15
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
Replies
15
Views
3K
Replies
4
Views
2K
  • · Replies 7 ·
Replies
7
Views
1K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K