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Linear Independence Proof

by swaldon
Tags: independence, linear, proof
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swaldon
#1
Mar28-06, 03:28 PM
P: 1
Is it possible to prove 2 vectors are linearly independent with just the following information?:

A is an nxn matrix. V1 and V2 are non-zero vectors in Rn such that A*V1=V1 and A*V2 = 2*V2.

Is this enough information, or is more needed to prove the LI of the 2 vectors?
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Galileo
#2
Mar28-06, 03:56 PM
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P: 2,002
Yes, this is sufficient. Since A is linear it should scale scalar multiples of a vector by the same factor.
Muzza
#3
Mar29-06, 03:49 AM
P: 696
This is a special case of a more general theorem that states that any set of eigenvectors of a matrix (linear transformation) are linearly independent if the eigenvectors "belong" to different eigenvalues.

HallsofIvy
#4
Mar29-06, 06:19 AM
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Thanks
PF Gold
P: 39,353
Linear Independence Proof

Specifically, suppose CV1+ DV2= 0 and apply A to both sides: A(CV1+ DV2)= CAV1+ DAV2= CV1+ 2DV2= 0. Now subtract the first equation from that one.


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