Number of vectors needed to Span R^n

  • Thread starter Thread starter samona
  • Start date Start date
  • Tags Tags
    Span Vectors
Click For Summary
SUMMARY

To span R^n, a set must contain at least n vectors, but this is not a strict requirement for subspaces. The discussion clarifies that a subspace, such as W = [a, b, a+b], can be spanned by fewer vectors, as demonstrated by the example S1 = {[1,0,1], [0,1,1]} which spans W in R^3. The confusion arises from the distinction between spanning a subspace and spanning the entire space R^3. Understanding the definition of subspaces is crucial, as they can exist within larger vector spaces without needing to span the entire space.

PREREQUISITES
  • Understanding of linear algebra concepts, specifically spanning sets and subspaces.
  • Familiarity with vector spaces and their properties.
  • Knowledge of linear independence and its implications in vector spaces.
  • Basic comprehension of R^n notation and dimensionality.
NEXT STEPS
  • Study the definition and properties of subspaces in linear algebra.
  • Learn about linear independence and its role in spanning sets.
  • Explore examples of spanning sets in different dimensions, particularly in R^2 and R^3.
  • Investigate the implications of dimensionality on the number of vectors required to span a space.
USEFUL FOR

Students of linear algebra, educators teaching vector space concepts, and anyone seeking to clarify the relationship between spanning sets and subspaces in R^n.

samona
Messages
19
Reaction score
0
I am reading my linear algebra book, and in the chapter on Spanning, I got the impression that for a set to span R^n, it must contain at least n vectors. I confirmed that by searching through the forums.

However, I've reached the chapter on Linear Independence and in one of the examples it shows that a set containing 2 vectors can span R^3. So now I'm totally confused. Any help will be appreciated.

Example in the book:

S1= {[1,0,1], [0,1,1]}, S2 = {[1,0,1], [0,1,1], [3,2,5]}. Book says S1 and S2 span R^3, and prefers S1 since its "more efficient".
 
Physics news on Phys.org
S1 and S2 have the same span, but it is not R3. For example [1,1,0] is not in their span.
 
Thanks for the help. I just read this page like 100 times, and after reading your answer I read it again and missed an important detail.

The book is describing a subset of R^3 where W = [a, b, a+b] is a subspace of R^3. I still don't understand why they claim that S1 spans W though.
 
It does
W=span(S1)=Span(S2)
what is
a*[1,0,1]+b*[0,1,1]?
 
that equals [a, b, a+b] which is in W. I see that it works, but what's confusing me is the R^3. Even though W is a subspace of R^3 shouldn't W need 3 vectors in order to be spanned? How come 2 vectors are able to span it when its in R^3?

I wish they left out the R^3 and just put down R^2, then it would make sense to me. Maybe I'll edit that page in my book lol :smile:

Thanks for your patience. I'm sure this is something that should be simple to understand.
 
Our vectors are in R3. A subspace need not span the space

{[1,2,3,4,5,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]}
is a subspace of R20, but only has dimension 2 like W
 
samona said:
that equals [a, b, a+b] which is in W. I see that it works, but what's confusing me is the R^3. Even though W is a subspace of R^3 shouldn't W need 3 vectors in order to be spanned? How come 2 vectors are able to span it when its in R^3?

I wish they left out the R^3 and just put down R^2, then it would make sense to me. Maybe I'll edit that page in my book lol :smile:

Thanks for your patience. I'm sure this is something that should be simple to understand.
Looks like you need to look at the definition of "subspace" again. A subspace is just a subset that's also a vector space. Your W is a subspace of ##\mathbb R^3## because a) it's a vector space, and b) it's a subset of ##\mathbb R^3##.

The set ##\{(x,y,z)\in\mathbb R^3|y=z=0\}## ("the x axis") is a subspace of ##\mathbb R^3## that's spanned by a set containing only one vector: ##\{(1,0,0)\}##.
 
lurflurf said:
Our vectors are in R3. A subspace need not span the space

{[1,2,3,4,5,6,7,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,2,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]}
is a subspace of R20, but only has dimension 2 like W
Got it! I see what you mean. That example actually clicked...finally. Thanks so much!
 
Fredrik said:
Looks like you need to look at the definition of "subspace" again. A subspace is just a subset that's also a vector space. Your W is a subspace of ##\mathbb R^3## because a) it's a vector space, and b) it's a subset of ##\mathbb R^3##.

The set ##\{(x,y,z)\in\mathbb R^3|y=z=0\}## ("the x axis") is a subspace of ##\mathbb R^3## that's spanned by a set containing only one vector: ##\{(1,0,0)\}##.
Did look over it again. Your example really helped clear things up some more. Thank you so much!
 

Similar threads

  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 7 ·
Replies
7
Views
4K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K