Number of parameters needed to specify a Hermitian matrix of rank r. - MathOverflow most recent 30 from http://mathoverflow.net2013-05-25T14:26:04Zhttp://mathoverflow.net/feeds/question/110189http://www.creativecommons.org/licenses/by-nc/2.5/rdfhttp://mathoverflow.net/questions/110189/number-of-parameters-needed-to-specify-a-hermitian-matrix-of-rank-rNumber of parameters needed to specify a Hermitian matrix of rank r.Kostas2012-10-20T20:35:29Z2012-10-20T21:39:43Z
<p>Hi,</p>
<p>i have two questions that seem to bother me lately. Maybe you could help me and/or point me in any related literature.</p>
<p>1) Assume hermitian matrix $H \in \mathcal{C}^{n \times n}$ that has rank $r$. How many real valued parameters are needed to describe it?</p>
<p>2) Now assume that you also have the knowledge that $H = G^*G$ for some $G \in \mathcal{C}^{n \times m}$ with rank r. Does this piece of information reduce the number of real valued parameters needed to specify H?</p>
<p>Thank you very much for your help,</p>
<p>Alex</p>
http://mathoverflow.net/questions/110189/number-of-parameters-needed-to-specify-a-hermitian-matrix-of-rank-r/110194#110194Answer by Federico Poloni for Number of parameters needed to specify a Hermitian matrix of rank r.Federico Poloni2012-10-20T21:17:22Z2012-10-20T21:17:22Z<p>Not sure if I am missing something here...</p>
<p>1) Rank-$r$ Hermitian matrices are determined uniquely by their image $U$ and how they act when restricted to $U$. The image can be any dimension-$r$ subspace. Almost all subspaces have a basis in the form $\begin{bmatrix}I_r \\ X \end{bmatrix}$, with $X$ any $(n-r)\times r$ matrix, so you have $2(n-r)r$ degrees of freedom for the image. Possible actions on $U$ are isomorphic to $r\times r$ Hermitian matrices, so $r(r-1)+r=r^2$ real dof's. Overall this makes $2nr-r^2$ parameters.</p>
<p>2) If you know that $H$ is spd, then you have to restrict the second part to positive-definite matrices, but they still have the same number of parameters, so you still get the same answer.</p>
http://mathoverflow.net/questions/110189/number-of-parameters-needed-to-specify-a-hermitian-matrix-of-rank-r/110195#110195Answer by Alexandre Eremenko for Number of parameters needed to specify a Hermitian matrix of rank r.Alexandre Eremenko2012-10-20T21:18:37Z2012-10-20T21:39:43Z<p>The answer to 1) is simple. An Hermitean matrix is determined by its eigenvalues and
eigenspaces. Assign $r$ distinct eigenvalues ($r$ real parameters). Their
eigenspaces are orthogonal lines. One line depends on $n-1$ complex parameters, the next line
must be perpendicular to the first, so it depends on $n-2$ complex parameters, and so on.
Summing up, we obtain
$$r+2((n-1)+...+(n-r))=2nr-r^2$$
real parameters. To check, set $r=n$, we get $n^2$, the real dimension of the space of all
Hermitean matrices. Set $n=2,r=1$ we get $3$.</p>
<p>The answer to 2) is even simpler, because every Hermitean matrix can be represented in this
form. </p>
http://mathoverflow.net/questions/110189/number-of-parameters-needed-to-specify-a-hermitian-matrix-of-rank-r/110198#110198Answer by Felix Goldberg for Number of parameters needed to specify a Hermitian matrix of rank r.Felix Goldberg2012-10-20T21:29:44Z2012-10-20T21:29:44Z<p>The question seems a bit vague - what is a "parameter"? In one sense the answer is $r(n+1)$, since if $H$ is Hermitian, then $H=\sum_{i=1}^{r}{\lambda_{i}x_{i}x_{i}^{T}}$. Each $x_{i}$ has $n$ entries.</p>