Possible Values of |xTy| for Linearly Independent Vectors in R2

Click For Summary

Homework Help Overview

The discussion revolves around the possible values of the absolute value of the dot product of two linearly independent vectors in R², given their magnitudes. The original poster presents the problem of determining |xTy| for vectors x and y with ||x||=2 and ||y||=3.

Discussion Character

  • Exploratory, Assumption checking, Conceptual clarification

Approaches and Questions Raised

  • Participants explore the relationship between the magnitudes of the vectors and the cosine of the angle between them, questioning the implications of linear independence on the possible values of |xTy|.

Discussion Status

The discussion is ongoing, with participants examining various scenarios for the angle θ between the vectors and how it affects the dot product. Some have suggested that cos(θ) cannot equal 1 due to the vectors being linearly independent, while others are clarifying the implications of cos(θ) being zero or other values.

Contextual Notes

Participants are considering the constraints imposed by linear independence, particularly how it relates to the angles between the vectors and the resulting values of the dot product. There is an emphasis on understanding the limitations of cos(θ) in this context.

Mdhiggenz
Messages
324
Reaction score
1

Homework Statement



Let x and y be linearly independent vectors in R2.

If ||x||=2 and ||y||=3, what if anything can we conclude about the possible values of |xTy|

I know that ||x||*||y||cos(∅)=|xTy|

If ||x||=2 and ||y||=3, then we can get either 6 or -6, I'm not sure if this is right. It is the only logical thing I can come up with.





Homework Equations





The Attempt at a Solution

 
Physics news on Phys.org
Mdhiggenz said:

Homework Statement



Let x and y be linearly independent vectors in R2.

If ||x||=2 and ||y||=3, what if anything can we conclude about the possible values of |xTy|

I know that ||x||*||y||cos(∅)=|xTy|

If ||x||=2 and ||y||=3, then we can get either 6 or -6, I'm not sure if this is right. It is the only logical thing I can come up with.






Homework Equations





The Attempt at a Solution


If cos(θ) were equal to 1, then ||x|| ||y|| cos(θ) would be 6, but that can't happen, given what we know about x and y. Do you see why?

Note that |xTy| is the absolute value of the dot product of x and y, so it can't be less than 0.
 
Which means if it can't be less then zero the only possible outcome is 6?
 
No. \|\vec{x}\cdot \vec{y}\| = 6 |\cos \theta| as you have shown. What are all the possible values of 6 |\cos \theta| if \theta is not zero or π?
 
Theta can be 90 pretty much only 90 or 270?
 
Why can not \theta take on other values? Linearly independent does not mean orthogonal.
 
Actually using the cauchy-schwarz inequality

if x and y are vectors in either R.^2 or R.^3 then

|xTy|≤||x||*||y||

or simply

|xTy|≤6
 
Not quite. Since the two vectors are linearly independent, it can not be the case that \cos\theta=1 so the inequality is strict.
 
Well if cosθ=1 can not equal 1 then I see only one option. For it to be either zero or -1 but the absolute value takes care of the negative case.
 
  • #10
Why can't |cos\theta | equal 1/10, .38, or any other value in [0,1)?
 
  • #11
Tbh I'm still quite unsure why can't cosθ be zero. It is the dot product that has a limitation on it. Not cosθ.
 
  • #12
cos\theta can be zero. Just not 1 from the condition of linear independence.
 
  • #13
Ok. Well if cosθ can be zero then we know that it can in fact be 6. and cosθ can be anything less then 1?
 
  • #14
Um, if cos\theta is zero, then the expression is zero. cos\theta can be anything between zero and one, including zero but not one. Explain why this is the case.
 
  • #15
Sorry all this time I thought we were referring to theta.

If it can't be 1 because that would mean that orthogonality would no longer be there.
 
  • #16
Correct. So now that you understand the constraint on the cosine, can you finish off the problem?
 
  • #17
Which means the answer would be

6cos(∅)=|xTy| such that 0≤cos(theta)∠1
 
  • #18
Mdhiggenz said:
Sorry all this time I thought we were referring to theta.

If it can't be 1 because that would mean that orthogonality would no longer be there.
There's nothing about orthogonality in this problem. It's given that the vectors are linearly independent, which means they can't be parallel. The vectors CAN be orthogonal, but don't have to be.
 
  • #19
Yes, it should have said there would no longer be linear independence. I did not catch that. Do you understand why having a cosine equal to one violates linear independence?
 
  • #20
So is my above answer incorrect?
 
  • #21
Some of your characters were rendering as empty square boxes. I put in what I thought you meant.
Mdhiggenz said:
Which means the answer would be

6cos(θ)=|xTy| such that 0≤cos(θ) < 1

Mdhiggenz said:
So is my above answer incorrect?
It's correct as far as you went, but a correct answer would probably entail saying something about θ rather than cos(θ).
 
  • #22
Hmm well theta could be pi/2 or anything that would make it orthogonal?
 
  • #23
Sure, orthogonality is allowed. What I was saying earlier was that \theta could not be zero or pi, which would make the cosine one or negative one. As you know, two vectors that have zero angle between them are not independent.
 

Similar threads

Replies
1
Views
2K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K
Replies
4
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 5 ·
Replies
5
Views
1K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
9
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K