Determine if vector b is a linear combination of vectors a1, a2, a3.

In summary, the book asks to not combine the a vectors, but to just test them one by one to see if they separately are linear combinations of b.
  • #1
roids
3
0
Hi guys. I've solved an exercise but the solution sheet says what doesn't make sense to me. Could you please help with this problem?

Determine if vector b is a linear combination of vectors a1, a2, a3.

a1=[1, -2, 0], a2=[0, 1, 2], a3=[5, -6, 8], b=[2, -1, 6].

b is a linear combination when there exist scalars x1, x2, x3 such that x1*a1 + x2*a2 + x3*a3 = b. right?

I put a's in a coefficient matrix and b in the augmented column. [a1 a2 a3 | b]. Row-reduced it produces a consistent system (although I get x3 a free variable - third row all zeroes). But the solution sheet says b is not a linear combination of the a vectors. Where is the catch? Should the RREF have a unique solution?

Thank you.
 
Physics news on Phys.org
  • #2
welcome to pf!

hi roids! welcome to pf! :smile:
roids said:
I put a's in a coefficient matrix and b in the augmented column. [a1 a2 a3 | b]. Row-reduced it produces a consistent system (although I get x3 a free variable - third row all zeroes).

show us what you got :confused:
 
  • #3


Your solution sheet is wrong: ##2 a_1 + 3 a_2 + 0 a_3 = b##.
 
  • #4


Argh: jbunnii beat me to it.
 
  • #5


Thanks for the responses fine gentlemen. The book with the solutions is David Lay - Linear Algebra, fourth edition.

Can you please take a look at the same problem someone asked here, where the answerer said that no, b is not a linear combination? https://www.physicsforums.com/showthread.php?t=531233

While you and this someone's from Berkeley document say that b is indeed is a linear combination: http://math.berkeley.edu/~honigska/M54HW01Sols.pdf (page 6, exercise 14)

I attached the original problem and solution from the book. Can it be that the book is asking to not combine the a vectors and just test them one by one with b to see if they separately are linear combinations of b?
 

Attachments

  • ex.PNG
    ex.PNG
    3.2 KB · Views: 514
  • ans.PNG
    ans.PNG
    1.6 KB · Views: 508
Last edited by a moderator:
  • #6


roids said:
Can you please take a look at the same problem someone asked here, where the answerer said that no, b is not a linear combination? https://www.physicsforums.com/showthread.php?t=531233
[edit] OK, I had to re-read the thread, and actually it is agreeing with us. I'll elaborate below.
I attached the original problem and solution from the book. Can it be that the book is asking to not combine the a vectors and just test them one by one with b to see if they separately are linear combinations of b?
No, the question is clearly worded. I'm sure your interpretation was correct. The solution is simply wrong.
 
  • #7


To elaborate on what Alchemista said in this thread:

https://www.physicsforums.com/showthread.php?t=531233

He is saying that for any ##t \in \mathbb{R}##, if we set ##x_1 = 2 - 5t##, ##x_2 = 3 - 4t##, and ##x_3 = t##, then we will have ##x_1 a_1 + x_2 a_2 + x_3 a_3 = b##. Thus, not only is there a solution, there are infinitely many solutions. The solution I mentioned above in post #3 is a special case of this, with ##t = 0##.

The reason for this is that, for any ##t##,
$$-5t a_1 - 4t a_2 + t a_3 = 0$$
 
  • #8


Thanks so much jbunnii, you made my day. Love the notation by alchemista.

Have a good day!
 

1. How do I determine if a vector is a linear combination of other vectors?

To determine if a vector b is a linear combination of vectors a1, a2, and a3, you need to find the scalars (numbers) c1, c2, and c3 that will satisfy the equation b = c1a1 + c2a2 + c3a3. This means that vector b can be written as a combination of the other vectors, with the scalars as coefficients.

2. Can I use any method to determine if a vector is a linear combination?

Yes, there are several methods that can be used to determine if a vector is a linear combination of other vectors. These include the row reduction method, the augmented matrix method, and the determinant method.

3. What does it mean if a vector is a linear combination of other vectors?

If a vector b can be written as a linear combination of other vectors a1, a2, and a3, it means that vector b lies in the span of the other vectors. In other words, vector b can be created by scaling and adding the other vectors together.

4. What if I can't find the scalars that satisfy the equation?

If you are unable to find scalars c1, c2, and c3 that satisfy the equation b = c1a1 + c2a2 + c3a3, then vector b is not a linear combination of vectors a1, a2, and a3. This means that vector b is not in the span of the other vectors and cannot be written as a combination of them.

5. Can I determine if a vector is a linear combination of more than three vectors?

Yes, the same principles and methods can be applied to determine if a vector is a linear combination of any number of vectors. The only difference is that there will be more scalar variables (c1, c2, c3, etc.) to solve for in the equation.

Similar threads

  • Linear and Abstract Algebra
Replies
4
Views
1K
  • Linear and Abstract Algebra
Replies
4
Views
837
Replies
2
Views
22K
  • Linear and Abstract Algebra
Replies
7
Views
908
  • Linear and Abstract Algebra
Replies
8
Views
843
  • Engineering and Comp Sci Homework Help
Replies
7
Views
866
  • Linear and Abstract Algebra
Replies
4
Views
2K
  • Linear and Abstract Algebra
Replies
1
Views
905
  • Linear and Abstract Algebra
Replies
5
Views
1K
  • Linear and Abstract Algebra
Replies
4
Views
2K
Back
Top