Data Science/Business Analytics for Small Business Applications › Forums › Linear Algebra › Proving parallelism: When the zero vector is a non-trivial linear combination of two vectors
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November 29, 2024 at 5:21 am #895AdminKeymaster
Disclaimer: This article was created with the assistance of an AI language model and is intended for informational purposes only. Please verify any technical details before implementation.
To prove that two vectors ( v ) and ( w ) are parallel if and only if the zero vector is a non-trivial linear combination of ( v ) and ( w ):
Definitions:
- Parallel Vectors: Two vectors ( v ) and ( w ) are parallel if there exists a scalar ( k ) such that ( v = k w ) or ( w = k v ).
- Linear Combination: A vector ( u ) is a linear combination of ( v ) and ( w ) if ( u = \alpha v + \beta w ) for scalars ( \alpha ) and ( \beta ).
- Non-Trivial Linear Combination: A linear combination is called non-trivial if ( \alpha ) and ( \beta ) are not both zero.
- Zero Vector: The vector ( \mathbf{0} ) is represented as ( \mathbf{0} = 0 \cdot v + 0 \cdot w ), but for non-trivial combinations, ( \alpha \neq 0 ) or ( \beta \neq 0 ).
Prove the “If” Direction
Assume the zero vector is a non-trivial linear combination of ( v ) and ( w ):
- Let ( \alpha v + \beta w = \mathbf{0} ), where ( \alpha \neq 0 ) or ( \beta \neq 0 ).
- Rearrange the equation:
[
\alpha v = -\beta w
] - Divide both sides by ( \beta ) (assuming ( \beta \neq 0 )) or ( \alpha ) (if ( \beta = 0 )):
[
v = -\frac{\beta}{\alpha} w
]
This shows ( v ) is a scalar multiple of ( w ), hence ( v ) and ( w ) are parallel.
Prove the “Only If” Direction
Assume ( v ) and ( w ) are parallel:
- If ( v ) and ( w ) are parallel, there exists a scalar ( k ) such that ( v = k w ).
- Substitute ( v = k w ) into the linear combination ( \alpha v + \beta w ):
[
\alpha v + \beta w = \alpha (k w) + \beta w = (\alpha k + \beta) w
] - To satisfy ( \alpha v + \beta w = \mathbf{0} ), we require ( \alpha k + \beta = 0 ).
This means ( \beta = -\alpha k ), where ( \alpha \neq 0 ) or ( \beta \neq 0 ). - Therefore, the zero vector ( \mathbf{0} ) can be written as:
[
\mathbf{0} = \alpha v + \beta w
]
where ( \alpha ) and ( \beta ) are not both zero, proving a non-trivial linear combination.
Conclusion:
- If the zero vector is a non-trivial linear combination of ( v ) and ( w ), the two vectors are parallel.
- Conversely, if ( v ) and ( w ) are parallel, the zero vector can be expressed as a non-trivial linear combination of ( v ) and ( w ).
Example:
- Let ( v = (2, 4) ) and ( w = (1, 2) ).
Clearly, ( v = 2 w ), so ( v ) and ( w ) are parallel. - A non-trivial linear combination yielding the zero vector is:
[
\mathbf{0} = 2(-1)(1, 2) + 1(2, 4)
]
Here, ( \alpha = 2 ), ( \beta = -1 ), and ( \alpha, \beta \neq 0 ), confirming the proof.
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