How to determine if a set of vectors span a space

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Homework Help Overview

The discussion revolves around determining if a set of vectors spans a vector space, specifically in the context of V = R^n. Participants are exploring the criteria and methods for assessing whether given vectors can represent all vectors in the space through linear combinations.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants discuss the definition of spanning sets and attempt to apply it to specific examples, such as a set of vectors in R3. There are inquiries about the methods for determining if the vectors span the space, including the use of augmented matrices and row reduction.

Discussion Status

Some participants are sharing their attempts at solving the problem and expressing uncertainty about their methods. Others are questioning the assumptions made in their reasoning and exploring alternative approaches to determine if the vectors span the space.

Contextual Notes

There is mention of confusion regarding the row reduction process and the implications of the results obtained from the augmented matrix. Participants are also considering the dimensionality of the space and the number of vectors needed to span it.

mathmathmad
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Homework Statement



How to determine if a set of vectors span a space in general?
say, V=R^n and you're given a few vectors and asked to determine if they span the space..
how do you do that?

Homework Equations





The Attempt at a Solution

 
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mathmathmad said:

Homework Statement



How to determine if a set of vectors span a space in general?
say, V=R^n and you're given a few vectors and asked to determine if they span the space..
how do you do that?

A set S of vectors spans V iff every vector in V can be written as a linear combination of vectors in S.

Just to make this a little less abstract, suppose V = R3, and that S = {<1, 0, 1>, <0, 2, 5>}. Does this set of vectors span V?
 
I'm not quite sure with my way of finding the answer, which is NO i.e. do not span

would it be okay if you show me your working based on this example? :)
 
You tell me why you think this set doesn't span R3.
 
erm, I wrote it as augmented matrix

1 0 | 1 0 0
0 2 | 0 1 0
1 5 | 0 0 1

and start to reduce it to "reduced row echelon form" (that's why I started another thread before this asking about RRE form because I'm unsure how this works)

and on the 3rd row, i get 0 0 | 0 1/2 1/5 (inconsistent, so do not span?)

:( I'm looking for another way of determining the spanning set
this is what I get from google-ing O_O
 
There's a much simpler way to answer the question, that can be done with no computation. Answer the following questions and it will be obvious to you.

What's the dimension of R3 (i.e., dim(R3))?
How many vectors does it take to span R3?
How many vectors are there in S?
Does S span R3?

Going back to the work you did, you have a lot of extra stuff that doesn't make any sense to me. A given set of vectors spans R3 if any vector in R3 is some linear combination of the vectors in the set. IOW, for any vector <x, y, z>, there is a solution for the constants a and b in this equation:
a<1, 0, 1> + b<0, 2, 5> = <x, y, z>

Setting this up as an augmented matrix gives you this:

1 0 | x
0 2 | y
1 5 | z

After row reduction, I get j
1 0 | x
0 1 | y/2
0 0 | z-x -5y/2

The first two rows say that a = x and b = y/2, but the bottom row says that 0a + 0b = z - x - 5y/2. This last equation is saying that the system of equations has a solution only if z - x -5y/2 = 0. IOW, for some vectors <x, y, z> there is no solution.
 

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