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Statistics of spectral properties of matrix-valued random variables.

12 votes

What kind of random matrices have rapidly decaying singular values?

I hope I understood the OP correctly, in case not please let me know. And I will discuss the case of eigenvalue instead of singular value without much loss of generality. In case you are only interes …
Henry.L's user avatar
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6 votes

How fast can extreme eigenvalues of the average of random matrices converge to their expecta...

A possible relevant post What kind of random matrices have rapidly decaying singular values?. In that post I discussed the distribution of maximal eigenvalue of a random matrix based on the result [Jo …
Henry.L's user avatar
  • 8,071
1 vote

Expected value of Bernoulli quadratic forms

The expectation can be computed in closed form, and I think that without further assumptions on entries of the matrix $Y$, the Jensen bound is sharp according to following calculation: $\begin{align}\ …
Henry.L's user avatar
  • 8,071
3 votes
Accepted

Bounds on the eigenvalues of the covariance matrix of a sub-Gaussian vector

This serves as a pointer and my thought on the OP's question of bounding the spectrum of covariance matrix of subgaussian (mean zero )random vector. The case of spectrum of covariance matrix of gaussi …
Henry.L's user avatar
  • 8,071
9 votes
Accepted

References for reasoning about the spectrum of a convex body?

A very direct result giving characteristic function control for uniform measures on compact convex sets and hence spectrum is [Kulikova& Prokhorov]. It sounds to me that all you want to study is th …
Henry.L's user avatar
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