Linear Algebra: Vectors/Proofs

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Homework Help Overview

The discussion revolves around proving a property of vectors in Rn, specifically that if two vectors u and v satisfy the condition u·w = v·w for all w in Rn, then it follows that u = v. Participants are exploring the implications of this condition and the properties of the dot product.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Some participants attempt to manipulate the expression u·w - v·w = 0 and explore the implications of w being any vector in Rn. Questions arise about how to proceed from this point and whether specific cases, such as w = 0, are helpful. Others suggest considering the properties of the dot product and the implications of orthogonality.

Discussion Status

The discussion is active, with participants providing insights and questioning assumptions about the vectors involved. There is a recognition of the significance of the condition applying to every choice of w, leading to considerations about the implications for the vectors u and v. Some guidance has been offered regarding properties of vectors and the dot product, but no consensus has been reached.

Contextual Notes

Participants express uncertainty about the assumption that the vectors are non-zero and discuss the implications of this assumption on the proof. There is also mention of the need to clarify the properties of the dot product in relation to the proof.

trulyfalse
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Hello PF!

Homework Statement


Prove the following: if u and v are two vectors in Rn such that u\cdotw = v\cdotw for all wεRn , then we have u = v

Homework Equations





The Attempt at a Solution


u\cdotw - v\cdotw = 0
w\cdot(u - v) = 0

I'm not sure what to do after applying the distributive property (in reverse). How do I go about proving that the vectors u and v are equal? I considered establishing two cases in which w = 0 and u-v = 0 but that doesn't help me out. Are there any properties that I can use to construct this proof?
 
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trulyfalse said:
Hello PF!

Homework Statement


Prove the following: if u and v are two vectors in Rn such that u\cdotw = u\cdotv for all wεRn , then we have u = v

Homework Equations





The Attempt at a Solution


u\cdotw - v\cdotw = 0
w(u\cdotv) = 0

I'm not sure what to do after applying the distributive property (in reverse). How do I go about proving that the vectors u and v are equal? I considered establishing two cases in which w = 0 and u-v = 0 but that doesn't help me out. Are there any properties that I can use to construct this proof?

You've got some typos in there. I'd fix them. But pick w=(u-v). If (u-v).(u-v)=0 then what can you say about (u-v). Look at the properties of the dot product.
 
Another way to think of it is this: w \cdot (u-v) = 0 for every choice of w. What can you say about a vector t whose inner product with any vector whatever is 0? Given a particular vector t with non-zero components, you can always find a vector w such that w \cdot t \ne 0 For example w = t.

So if u-v has any non-zero components, what can you conclude?

That word "every" is very powerful.
 
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If the vectors are non-zero, then we can conclude that u-v must be equal to zero, and therefore u=v. We can also conclude that vectors w and (u-v) must be orthogonal because their dot product is equal to zero. However, I am not sure how to prove that the vectors are nonzero. Am I supposed to assume that they are and work from there?

EDIT: Never mind, I've just realized (after reading bmath's post more carefully) that this represents EVERY choice of w. So if w does not equal zero, then u-v must be equal to zero to produce a dot product of zero. Therefore, u = v. If there are any gaps in my understanding please let me know. Thanks for your help guys.
 
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trulyfalse said:
If the vectors are non-zero, then we can conclude that u-v must be equal to zero, and therefore u=v. We can also conclude that vectors w and (u-v) must be orthogonal because their dot product is equal to zero. However, I am not sure how to prove that the vectors are nonzero. Am I supposed to assume that they are and work from there?

EDIT: Never mind, I've just realized (after reading bmath's post more carefully) that this represents EVERY choice of w. So if w does not equal zero, then u-v must be equal to zero to produce a dot product of zero. Therefore, u = v. If there are any gaps in my understanding please let me know. Thanks for your help guys.

That's a little confused. You've got w.(u-v)=0 for EVERY w. So you can pick w=(u-v). So now you've got (u-v).(u-v)=0. You should have a property that tells you that for a vector V, V.V=0 if and only if V=0. So?
 
see answer below
 
it is perfectly possible for x and y to be non-zero vectors with x \cdot y = 0 Such vectors are called "orthogonal" . You can see this for yourself by looking at (1,0) \cdot (0,1) The important point here is not that there is some vector w such that w \cdot (u-v) = 0 but that you get 0 for every possible w.

There is in fact a property that tells you if v \cdot\ v = 0 then v = 0. The dot product of v with itself is the square of the length of the vector. If it is 0 you have a vector of length 0 -- i.e. the zero vector.
 

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