Linear independence in normed vector space

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Homework Help Overview

The discussion revolves around the concept of linear independence in the context of a normed vector space, specifically examining a sequence of vectors and a given inequality involving scalar coefficients.

Discussion Character

  • Exploratory, Assumption checking, Conceptual clarification

Approaches and Questions Raised

  • Participants explore the definition of linear independence and consider proof by contradiction. They discuss the implications of assuming the vectors are linearly dependent and how that relates to the provided inequality.

Discussion Status

The discussion is active, with participants questioning each other's reasoning and clarifying concepts. Some have suggested that the assumption of linear dependence leads to a contradiction regarding the constant B, while others are working through the implications of their assumptions.

Contextual Notes

There is an ongoing exploration of the definitions and properties of linear independence, as well as the implications of the inequality provided in the problem statement. Participants express uncertainty about the abstract nature of the course material.

dikmikkel
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Homework Statement


If we have a normed vector space, and a sequence of vectors
[itex]\{\mathbf{v}_k\}_{k=1}^{N}[/itex] in the normed vector space.
If there exists a constant B>0 such that the following holds for all scalar coefficients [itex]c_1,c_2\cdots c_N[/itex]
[itex]B\sum\limits_{k=1}^N |c_k|^2 \leq ||\sum\limits_{k=1}^Nc_k\mathbf{v}_k||^2[/itex]
Show that the vectors are linearly independent.

Homework Equations


Triangle equality [itex]||a+b|| \leq ||a||+||b||[/itex]
[itex]||\alpha v|| =|\alpha|\cdot ||v||[/itex]
[itex]||v|| = 0 -> \mathbf{v} = \mathbf{0}[/itex]

The Attempt at a Solution


I remember the definition of linear independence: [itex]k_1+v_1+k_2v_2\cdots k_Nv_N = 0[/itex] for non trivial vectors and all coefficients.
i use the triangle inequality and scalar multiplication:
[itex]||\sum\limits_{k=1}^Nc_k\mathbf{v}_k||^2 = \sum\limits_{k=1}^N|c_k|^2||\mathbf{v}_k||^2[/itex]
Which combined by the inequality stated in the problem implies that at least one of the vectors are different from the zero-vector
 
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Try a proof by contradiction. Suppose the vectors are linearly dependent. Then what?
 
Shouldn't i try supposing the opposite e.g. that they are dependent?
But if they are independent then the coefficients = 0 is the only solution to this equation:
v1c1+v2c2..vncn = 0
 
dikmikkel said:
Shouldn't i try supposing the opposite e.g. that they are dependent?
But if they are independent then the coefficients = 0 is the only solution to this equation:
v1c1+v2c2..vncn = 0

Yes, suppose they are dependent. So that v1c1+v2c2+..+vncn=0 with at least one of the c's nonzero. Then what does your inequality tell you?
 
Hmm. if all but c1 is zero:
B|c1|^2 < = ||c1v1||^2 = |c1|^2||v1||^2 <=>
Divide by the nonzero nummerical value of |c1|^2
and B<= ||v1||^2
Hmm? I still really can't see it
 
Aah, wait it tells me that the rhs. allways is greater than zero cause B>0?
So the only solution would be if all the coefficients is zero, which i believe proves the linear independence
 
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dikmikkel said:
Aah, wait it tells me that the rhs. allways is greater than zero cause B>0?
So the only solution would be if all the coefficients is zero, which i believe proves the linear independence

Go back a step. You assumed the v's are linearly dependent. That means v1c1+v2c2+..+vncn=0 with not all of the c's equal to zero. So what is ||v1c1+v2c2+..+vncn||? What can you say about (c1^2+c2^2+...+cn^2)? What does that imply about B?
 
||v1c1+...|| is not zero i guess. and(c1^2+c2^2...) is also not zero, then B <= ||v1+v2...||^2. I am sorry just started at a pretty abstract course.
 
So i would conclude that the condition for linear dependence isn't true here, because the all the coefficients would have to be zero for the inequality and the dependence condition to be true.
 
  • #10
dikmikkel said:
||v1c1+...|| is not zero i guess. and(c1^2+c2^2...) is also not zero, then B <= ||v1+v2...||^2. I am sorry just started at a pretty abstract course.

Just slow down. You are jumping all over the place. You aren't following the 'proof by contradiction' track. Reread post 7 and answer my first question.
 
  • #11
Okay, ||v1c1+v2c2...vncn|| should then also be zero, because of the third "norm condition" i stated in the relevant equations.
And (c1^2+c2^2+c3^2) is not zero, because of the assumption of dependence.
Edit:
That gives me, that B should be zero if the vectors are dependent, and that proves the opposite, thus they are linearly independent?
 
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  • #12
dikmikkel said:
Okay, ||v1c1+v2c2...vncn|| should then also be zero, because of the third "norm condition" i stated in the relevant equations.
And (c1^2+c2^2+c3^2) is also not zero, because of the assumption of dependence

So what does that tell you about B? Remember, you are looking for a contradiction.
 
  • #13
Yay That B should be zero and there lies the contradiction. You made it possible for a tired upcoming physics engineer from Denmark to sleep tonight. Thanks a lot :)
 

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