Tuesday, August 14, 2018

linear algebra - Simple Eigenspace Calculation


I attempted to find the eigenvalues and corresponding eigenvectors for this matrix. A=[131313131313131313]


The eigenvalues are easily computed as λ1=0,λ2=0, and λ3=1.


The corresponding eigenspace with λ3 I calculated is {(α,α,α):αR}=span(1,1,1).


However, when I try to find the two eigenvectors corresponding to the zero eigenvalue, I get three eigenvectors when I know there should only be two:


(AIλ)x=[131313131313131313] [x1x2x3]= [000]


x1+x2+x3=0


Which yields:



{(α,α,0):αR}=span(1,1,0).


{(α,0,α):αR}=span(1,0,1).


{(0,α,α):αR}=span(0,1,1).


Why am I computing 3 instead of 2 eigenspaces for eigenvalue of 0?


Answer



Note that these 3 vectors are linearly dependent. Just subtract any two of them..
So they generate a 2d subspace.


Geometrically, x1+x2+x3=0 is the plane through the origin orthogonal to (1,1,1)T.


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