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Statistics of spectral properties of matrix-valued random variables.
11
votes
What is the Katz-Sarnak philosophy?
I do not know what is exactly the KS philosophy, or much number theory for that matter, but maybe I can tell you a few things. Take the Riemann zeta function, for instance. It was discovered by Montgo …
8
votes
Advanced reference and roadmap about random matrices theory
The Oxford handbook of random matrix theory (Oxford University Press, 2011), edited by G. Akemann, J. Baik, P. Di Francesco, is an excellent reference, which covers a wide variety of properties and ap …
7
votes
Moments of the trace of orthogonal matrices
I am writing more than a year after the question was posted, only to spell out some more details regarding the calculation implicit in the solution presented by Suvrit, and to clarify the dependence o …
7
votes
Accepted
Are random circulant matrices almost orthonormal?
The diagonal elements of $P=\frac{1}{N}MM^T$, like
$$P_{11}=\frac{1}{N}\sum_{i=1}^NX_i^2,$$
satisfy $ \langle P_{11}\rangle=1$ and $ \langle P_{11}^2\rangle=1+2/N$ (variance decreases like $N^{-1}$).
…
7
votes
Accepted
Expected value of the largest singular value of a random matrix with entries in $N (0,1)$
If $A$ is a Gaussian random matrix as you describe, then the ensemble of matrices given by $A^TA$ is known as the Wishart ensemble, or the Laguerre ensemble. It has been extensively studied, and you c …
6
votes
Fourier transform of eigenvalue distribution of GUE matrices
Complementing the answer by Carlo, if you take all $k$'s equal you have
$$f_{\rm GUE(d)}(k,...,k)\propto \int dX e^{ik{\rm Tr}(X)}e^{-\frac{d}{2}{\rm Tr}(X^2)}.$$
Taking $x$ to be any real diagonal el …
5
votes
1
answer
519
views
Riemann-Hilbert approach to Selberg integral
I am interested in matrix integrals, and I have seen many mentions to a certain Riemann-Hilbert approach that indicate that this is a very powerful tool to can be used in this area, when coupled with …
5
votes
Distribution of dot product of two unit random vectors
If $u$ is uniformly distributed over the sphere, we can write it as $u=Uv$, where $U$ is a unitary transformation uniformly distributed over the unitary group. Then the quantity $|u\cdot v|^2$ is just …
4
votes
1
answer
317
views
Average of product of matrix elements in the special orthogonal group
Given two lists $i$ and $j$ of $2n$ positive integers less than $N$, Collins and Sniady have computed, in Integration with respect to the Haar measure on unitary, orthogonal and symplectic group (see …
3
votes
1
answer
158
views
Integrability of complex gaussian random matrix model
It is known that the partition function
$$ \mathcal{Z}_1=\int dH e^{-N{\rm Tr}(H^2)}e^{-NV(H)},$$ where the integral is over $N\times N$ hermitian matrices $H$, with the potential $$ V(H)=\sum_{j\ge 1 …
3
votes
Accepted
A question from Zeitouni's Introduction to Random Matrices
I think the essence is the central limit theorem. If you compute the traces of powers of your random matrix, they will be the sum of many independent random variables and will be Gaussian distributed …
2
votes
Calculate correlation values of an ensemble of $N\times N$ real asymmetric random matrix fro...
Just expanding a bit on the comment by Beenakker. If you write the Gaussian measure in terms of the matrix elements,
$$ \prod_{ij}\exp[−\frac{N}{2(1−τ^2)}(J_{ij}^2-\tau J_{ij}J_{ji})]$$
You can see …
2
votes
Non combinatorial random matrix theory
I think this text by Eynard, Kimura and Ribault may interest you. There are some of those diagrams in chapter 2, but there are also nice connections to algebraic geometry, loop equations and integrabl …
1
vote
Accepted
Alternative formula of a Green's function for average density of eigenvalues of random matrix
I'll post an answer to spell out all the details.
You have $$G(ω)=\frac{1}{N}E\left[{\rm Tr}\frac{1}{Iω−J}\right]=\frac{1}{N}E\left[\sum_\lambda\frac{1}{ω−\lambda}\right]$$
This can be written as $$ …
1
vote
A Gaussian integral over complex variables by a defined Green's function for a Gaussian ense...
Your first expression for the potential
$$ \Phi(\omega)=\frac{1}{N}\log E_J \int d^2z...$$
is equivalent to
$$ e^{N\Phi(\omega)}=E_J \int d^2z...$$
Ok?
Writing the expectation in $J$ according to it …