Proving $\{w_1, \ldots , w_m\}$ is a Basis of $\text{Lin}(v_1, \ldots , v_k)$

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Discussion Overview

The discussion revolves around proving that a subset of vectors $\{w_1, \ldots , w_m\}$ can be selected from a given set of vectors $\{v_1, \ldots , v_k\}$ in $\mathbb{R}^n$ such that $\{w_1, \ldots , w_m\}$ forms a basis for the linear span of $\{v_1, \ldots , v_k\}$. The focus is on the concepts of linear independence and spanning sets within the context of linear algebra.

Discussion Character

  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • Some participants propose that a basis must be a linearly independent set that spans the space defined by the vectors $\{v_1, \ldots , v_k\}$.
  • It is suggested that to prove the existence of such a basis, one must show that a linearly independent subset can be formed from $\{v_1, \ldots , v_k\}$ while still spanning the same space.
  • One participant emphasizes the need to demonstrate that if the original set is not linearly independent, then a linear combination can be used to express one vector in terms of others, thus reducing the set while maintaining the span.
  • Another participant acknowledges the clarification and expresses understanding of the process involved in finding the basis.

Areas of Agreement / Disagreement

Participants generally agree on the definitions of a basis and the requirements for linear independence and spanning. However, there is a disagreement regarding the necessity of explicitly proving the existence of a linearly independent subset that spans the space, with some participants emphasizing this point more than others.

Contextual Notes

The discussion highlights the iterative process of refining a set of vectors to achieve linear independence while maintaining the span, but does not resolve the specifics of the proof or the conditions under which it holds.

mathmari
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Hey! :o

Let $1\leq n\in \mathbb{N}$ and $v_1, \ldots , v_k\in \mathbb{R}^n$. Show that there exist $w_1, \ldots , w_m\in \{v_1, \ldots , v_k\}$ such that $(w_1, \ldots , w_m)$ is a basis of $\text{Lin}(v_1, \ldots , v_k)$. I have done the following:

A basis of $\text{Lin}(v_1, \ldots , v_k)$ is a linearly independent set of vectors of $\{v_1, \ldots , v_k\}$.

So let $\{w_1, \ldots , w_m\}\subseteq \{v_1, \ldots , v_k\}$ be a linearly independent set.

$\text{Lin}(v_1, \ldots , v_k)$ is the set of all linear combinations of $v_1, \ldots , v_k$. So it left to show that we can express every linear combination of that set using the vectors $\{w_1, \ldots , w_m\}$, or not? (Wondering)
 
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mathmari said:
Hey! :o

Let $1\leq n\in \mathbb{N}$ and $v_1, \ldots , v_k\in \mathbb{R}^n$. Show that there exist $w_1, \ldots , w_m\in \{v_1, \ldots , v_k\}$ such that $(w_1, \ldots , w_m)$ is a basis of $\text{Lin}(v_1, \ldots , v_k)$. I have done the following:

A basis of $\text{Lin}(v_1, \ldots , v_k)$ is a linearly independent set of vectors of $\{v_1, \ldots , v_k\}$.

So let $\{w_1, \ldots , w_m\}\subseteq \{v_1, \ldots , v_k\}$ be a linearly independent set.

$\text{Lin}(v_1, \ldots , v_k)$ is the set of all linear combinations of $v_1, \ldots , v_k$. So it left to show that we can express every linear combination of that set using the vectors $\{w_1, \ldots , w_m\}$, or not?

Hey mathmari!

Yes, a basis must also span the space. (Thinking)
 
That was implied in the first post. mathmari said that the basis we seek is a linearly independent subset of \{v_1, v_2, \cdot\cdot\cdot, v_k\} which was already said to span the space.

mathmari, you say "let \{w_1, w_2, \cdot\cdot\cdot, w_m\}\subseteq \{v_1, v_2, \cdot\cdot\cdot, v_k\}<br /> be a linearly independent subset". You are missing the crucial point- proving that such a linearly independent subset, that still spans the space, exists! You need to say something like "If \{v_1, v_2, \cdot\cdot\cdot, v_k\}<br />, which spans the space, is also linearly independent then we are done- it is a basis. If not then there exist numbers, \alpha_1, \alpha_2, \cdot\cdot\cdot, \alpha_k, not all 0, such that \alpha_1v_1+ \alpha_2v_2+ \cdot\cdot\cdot+ \alpha_kv_k= 0. Let \alpha_n be one of the non-zero \alphas. Then v_n= -\frac{1}{\alpha_n}(\alpha_1v_1+ \alpha_2v_2+ \cdot\cdot\cdot+ \alpha_{n-1}v_{n-1}+ \alpha_{n+2}v_{n+2}+ \cdot\cdot\cdot+ \alpha_kv_k) so that v_n can be replaced by that linear combination of the other vectors. This smaller set of vectors still spans the vector space. If it is linearly independent we are done, we have a basis. If it is not repeat the process. Since the initial set of vectors was finite, this will eventually terminate.
 
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I got it! Thank you very much! (Smile)
 

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