Are Mutually Perpendicular Vectors Always Linearly Independent?

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Discussion Overview

The discussion revolves around the linear independence of mutually perpendicular vectors in a space defined by a scalar product. Participants explore whether these vectors are always linearly independent regardless of the specific definition of the scalar product used.

Discussion Character

  • Technical explanation
  • Debate/contested

Main Points Raised

  • Some participants propose that if the vectors are linearly independent, then a linear combination of them equating to zero implies that all coefficients must be zero, leading to a contradiction if any coefficient is non-zero.
  • Others argue that the reasoning provided is valid for any scalar product, suggesting that the vectors are indeed linearly independent under any definition.
  • A later reply questions whether the original claim about linear independence holds true for all scalar products, indicating a potential misunderstanding of the problem's requirements.
  • Some participants express uncertainty about the clarity of their reasoning and seek further mathematical detail to support their claims.

Areas of Agreement / Disagreement

Participants express differing views on whether the claim about linear independence holds universally across all scalar products. While some assert it does, others highlight the need for caution in interpreting the problem's requirements.

Contextual Notes

There is a lack of consensus on the implications of the scalar product definitions and how they affect the linear independence of the vectors. Some assumptions about the nature of the scalar product and its properties remain unexamined.

A.Magnus
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In a problem I am working on, it is given that $V_1, V_2, ... , V_n$ are mutually perpendicular vectors in a space defined with a certain scalar product. I need to prove or disprove that $V_i$ are linearly independence regardless of any definition of scalar product.

I think the solution should go like these: Assume that the vectors are linearly independent such that there exist number $c_i$, not all of them being trivial, so that $c_1V_1 + c_2V_2 + ... c_iV_i + ... + c_nV_n = 0.$ And then
$$\begin{align}
V_i (c_1V_1 + c_2V_2 + ... c_iV_i + ... + c_nV_n) &= 0\\
c_iV_iV_i &=0\\
\end{align}$$

Am I on the right track? How do I tie this up to proving or disproving the claim? I am lost on writing it mathematically. Many thanks in advance for your gracious help. ~MA
 
Last edited:
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MaryAnn said:
In a problem I am working on, it is given that $V_1, V_2, ... , V_n$ are mutually perpendicular vectors in a space defined with a certain scalar product. I need to prove or disprove that $V_i$ are linearly independence regardless of any definition of scalar product.

I think the solution should go like these: Assume that the vectors are linearly independent such that there exist number $c_i$, not all of them being trivial, so that $c_1V_1 + c_2V_2 + ... c_iV_i + ... + c_nV_n = 0.$ And then
$$\begin{align}
V_i (c_1V_1 + c_2V_2 + ... c_iV_i + ... + c_nV_n) &= 0\\
c_iV_iV_i &=0\\
\end{align}$$

Am I on the right track? How do I tie this up to proving or disproving the claim? I am lost on writing it mathematically. Many thanks in advance for your gracious help. ~MA

Hi again MaryAnn! ;)

You're already there.
If not all numbers $c_i$ are zero, there must be at least one that is non-zero, let's say $c_i \ne 0$.
Furthermore, one of the requirements for an inner product is that $\langle \mathbf v, \mathbf v \rangle > 0$ iff $\mathbf v \ne \mathbf 0$.
Since we have $c_i\mathbf V_i\mathbf V_i =0$ we have a contradiction.
Therefore the $\mathbf V_i$ are linearly independent.
 
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I like Serena said:
Hi again MaryAnn! ;)

You're already there.
If not all numbers $c_i$ are zero, there must be at least one that is non-zero, let's say $c_i \ne 0$.
Furthermore, one of the requirements for an inner product is that $\langle \mathbf v, \mathbf v \rangle > 0$ if $\mathbf v \ne \mathbf 0$.
Since we have $c_i\mathbf V_i\mathbf V_i =0$ we have a contradiction.
Therefore the $\mathbf V_i$ are linearly independent.

Thank you for your gracious help! But the problem is not asking for linear independence, the question is asking "Is it true that for any scalar product these vectors are linearly independent?" The solution I wrote you above may mis-lead you to think that the problem is asking for linear independence but it is not. Sorry for any misunderstanding! It is my bad! Thank you again. ~MA
 
MaryAnn said:
Thank you for your gracious help! But the problem is not asking for linear independence, the question is asking "Is it true that for any scalar product these vectors are linearly independent?" The solution I wrote you above may mis-lead you to think that the problem is asking for linear independence but it is not. Sorry for any misunderstanding! It is my bad! Thank you again. ~MA

The reasoning above is valid for any scalar product.
So it is true that for any scalar product these vectors are linearly independent.
What am I missing? :confused:
 
I like Serena said:
The reasoning above is valid for any scalar product.
So it is true that for any scalar product these vectors are linearly independent.
What am I missing? :confused:

Now you got it right! Is there mathematical detail that you may want to suggest, instead of just writing "... the $V_i$ are linear independent for any scalar product..."? My prof is notoriously very picky about detail. Sorry to take off your time answering my question again. ~MA
 
MaryAnn said:
Now you got it right! Is there mathematical detail that you may want to suggest, instead of just writing "... the $V_i$ are linear independent for any scalar product..."? My prof is notoriously very picky about detail. Sorry to take off your time answering my question again. ~MA

Sorry, no more detail to add.
(Oh, do make sure you write "Assume... dependent" instead of "Assume... independent" in your opening post if we're talking about being nitpicky.)
I believe it is full-proof, so I'd be interested in your prof finding something (else) to nitpick about. (Wink)
 
I like Serena said:
Sorry, no more detail to add.
(Oh, do make sure you write "Assume... dependent" instead of "Assume... independent" in your opening post if we're talking about being nitpicky.)
I believe it is full-proof, so I'd be interested in your prof finding something (else) to nitpick about. (Wink)

Thank you again, sorry for my dumb question. I hope it does not dumbfound you! ~MA
 

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