Question on n-dimensional space

  • Thread starter Thread starter arenaninja
  • Start date Start date
  • Tags Tags
    Space
Join the discussion
Registration is free. Ask a follow-up in this thread, or start your own.
2 replies · 2K views
arenaninja
Messages
25
Reaction score
0

Homework Statement


Show that in n-dimensional space, any n+1 vectors are linearly dependent.

Ok... I actually know this is true, but I'm lost as to how to show it.


Homework Equations


Vectors are linearly independent if the only solution to [tex]\alpha_{1}|v_{1}>+\alpha_{2}|v_{2}>+...+\alpha_{n}|v_{n}>+\alpha_{n+1}|v_{n+1}>=|0>[/tex] is the trivial solution (where [tex]\alpha_{1}=...=\alpha_{n}=\alpha_{n+1}=0[/tex]).


The Attempt at a Solution


So far I'm only making a statement that each vector has n elements but there are n+1 unknowns, so if the vectors are in the vector space, then they must be linearly dependent.

Any suggestions to improve my answer would be greatly appreciated.
 
Physics news on Phys.org
You need to use somewhere that your space is n-dimensional. What's your definition of an n-dimensional space

It's probably that there exists a basis of n elements, we need to use this somewhere. So let [tex]\{e_1,...,e_n\}[/tex] be a basis of your space. Since any basis spans the entire space, we can write every [tex]v_i[/tex] as

[tex]v_i=\sum_{j=1}^n{\beta_{i,j} e_i}[/tex]

Now, we assume that

[tex]\alpha_1 v_1+...+\alpha_{n+1} v_{n+1}=0[/tex]

This is equivalent to saying that

[tex]\alpha_1 \sum_{j=1}^n{\beta_{1,j} e_i}+...+\alpha_{n+1}\sum_{j=1}^n{\beta_{n+1,j} e_i}=0[/tex]

A little bit of algebra shows that

[tex]\left(\sum_{i=1}^{n+1}{\alpha_i \beta_{i,1}}\right)e_1+...+ \left(\sum_{i=1}^{n+1}{\alpha_i \beta_{i,n}}\right)e_n=0[/tex]

Now, we use that the basis is linearly independent. We get the following equations (with indeterminates the alpha_i

[tex]\left\{ \begin{array}{l}<br /> \alpha_1 \beta_{1,1}+...+\alpha_{n+1} \beta_{n+1,1}=0\\<br /> ...\\<br /> \alpha_1 \beta_{1,n}+...+\alpha_{n+1} \beta_{n+1,n}=0<br /> \end{array}\right.[/tex]

This is a homogoneous system of n equations and n+1 indeterminates. Such a system only has the zero solution. So every alpha_i must be zero.