Mathematics Asked by johnathan on December 23, 2021
The definition of Mu, or the projection matrix, I am working with is Mu(a)=Pu(a). Let’s say that a set of vectors (v1, v2…..vm) is an orthonormal basis of U. Then, I can calculate Pu(a) by doing (v1a)v1+(v2a)v2+….(vm*a)vm. Eventually, I would be able to conclude that Mu=VV^T. Am I on the right track? How can I conclude that Mu^2=Mu otherwise? Thanks
Your approach appears to be on the right track. The general expression for a projection matrix is:
$$ P=Aleft(A^{T}Aright)^{-1}A^{T} $$
so from this you can write:
$$ P^{2}=Aleft(A^{T}Aright)^{-1}A^{T}Aleft(A^{T}Aright)^{-1}A^{T} $$.
Since we get a cancellation due to $left(A^{T}Aright)^{-1}A^{T}A=I$ in the middle, this yields:
$$ P^{2}=Aleft(A^{T}Aright)^{-1}A^{T}=P $$.
I hope this helps.
Answered by ad2004 on December 23, 2021
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