Understanding Projector Matrices: A Math Problem with Complex Numbers

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Homework Help Overview

The discussion revolves around the conditions under which the matrix \( A = uv^* \), where \( u \) and \( v \) are vectors in \( \mathbb{C}^n \), acts as a projector. Participants explore the definition of a projector and the implications of the equation \( P^2 = P \). There is also inquiry into the concept of an inverse vector within the context of complex numbers.

Discussion Character

  • Conceptual clarification, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the definition of projectors and question whether \( uv^* = I \) implies that \( u \) is the inverse of \( v^* \). There are inquiries into the nature of inverses for vectors in \( \mathbb{C}^n \) and the conditions under which \( A \) can be a projector. Some suggest examining specific cases, such as \( \mathbb{C}^2 \), to derive relationships between \( u \) and \( v \).

Discussion Status

The discussion is active, with various interpretations being explored regarding the properties of projectors and the concept of vector inverses. Some participants provide clarifications on the nature of projectors and the implications of invertibility, while others raise questions about the definitions and assumptions being made.

Contextual Notes

There is a focus on the mathematical properties of projectors in relation to linear algebra, particularly in the context of complex vector spaces. The discussion highlights the distinction between operators and vectors, particularly regarding the concept of inverses.

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Consider the matrix A=uv* where u and v lie in C^n (C:complex numbers). Under what condition on u and v is A a projector?

I know that a projector is a square matrix P for which P^2= P.
Now according to this definition, would that make uv*=Identity. and then u be the inverse of v*?

Also what is the inverse of a vector that belongs to C^n? I mean what is u^-1? Is u^-1 a vector such that uu^-1 = the (nxn) identity matrix?
In what set would such a vector (u^-1) lie in?
 
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math8 said:
Consider the matrix A=uv* where u and v lie in C^n (C:complex numbers). Under what condition on u and v is A a projector?
do you mean an outer product of the column vectors u,v given by
A = uv*
where v* is the complex conjugate transposed?

math8 said:
I know that a projector is a square matrix P for which P^2= P.
Now according to this definition, would that make uv*=Identity. and then u be the inverse of v*?
I haven't done a whole heap with projectors, but here's some ideas based on general linear algebra

does P2= P, imply P = I?
if the inverse exists
P-1.(P.P) = I.P = P = P-1(P) = I
what if the inverse does not exist?
math8 said:
Also what is the inverse of a vector that belongs to C^n? I mean what is u^-1? Is u^-1 a vector such that uu^-1 = the (nxn) identity matrix?
In what set would such a vector (u^-1) lie in?

I would try writing out the case for C2, and you should be able to see a relation for u & v in terms of their inner product that is easily extendable to the Cn,
 


math8 said:
Consider the matrix A=uv* where u and v lie in C^n (C:complex numbers). Under what condition on u and v is A a projector?

I know that a projector is a square matrix P for which P^2= P.
Now according to this definition, would that make uv*=Identity. and then u be the inverse of v*?
No, the fact that (uv*)^2= uv* does NOT make uv* the identity operator. For example, the operator P((x,y,z))= (0, y, z) is a projection because P^2((x, y, z))= P((0, y, z)= (0, y, z)= P but P does not map (x,y,z) to itself.

And, in any case, there is no such thing as an "inverse" vector. "Inverse" only applies to functions and operators, not vectors.

Also what is the inverse of a vector that belongs to C^n? I mean what is u^-1? Is u^-1 a vector such that uu^-1 = the (nxn) identity matrix?
In what set would such a vector (u^-1) lie in?
 


After reading Halls's comment on vectors, consider the case when P is a square matrix defined by the outer product, ie if u,v are column vectors of length n, then P is the nxn matrix given by:

[tex]P = \textbf{u} \otimes \textbf{v} = \textbf{u} \overline{\textbf{v}}^T[/tex]

in the case you give Halls (sorry for the poor matrix display)
P =
|100|
|010|
|000|
which is clearly not invertible

From the definition of a projector P^2=P. In the matrix format it is clear, that if P is invertible then P=I.

So perhaps in general projectors are not invertible except in the trivial case above. This seems to make sense with the example of projecting Rn onto Rm, with m<n (and the 3-space onto a plane example given by Halls).

In any case, if you perform the outer product defined above for an arbitrary u,v. Then look at what is required to satisfy P2=P, it leads to a simple requirement for u,v in terms of their innner product
 


Yes, in general a projector "projects" a vector space onto a subspace of smaller dimension. The entire orthogonal subspace is the kernel of the projector and so the projector is not invertible.

But my remarks were really adressed, not to a projector, but to math8's talking about the inverse of vectors- which is not defined.
 

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