Let u be some nonzero vector in Rn L Spanu and Tx projLx P
Let u be some nonzero vector in R^n, L = Span{u}. and T(x) = proj_L(x). Prove that T is a linear transformation. For any z epsilon L, what is T(z)? Explain. If A is the standard matrix for T. what does the result of part (b) tell us about the eigenvalues, eigenvectors, and/or eigenspaces of A?
Solution
(a) For any x in Rn,
T(x) = <x,u>u,
where <,> denotes the inner product.
T(x+y) = <x,u> u+ <y,u> u
=<x+y,u>u (bilinearity of <,>)
= T(x) + T(y)
T(cx) = <cx,u>u
=c<x,u>u (bilinearity)
= c(Tx)
Thus T is a linear map.
(b) Clearly , if x is in L(perp),T(x) = <x,u>u =0.
(c) As T is a projection , T2 =T and its eigenvalues are 1 and 0 (the corresponding eigenspaces are span{u} and L(perp)
