A long time ago I did numerical eigenvalue computations using 
SLEPC ( see http://www.grycap.upv.es/slepc/ )
There is also Trilinos/Anazazi (I did't use it)

But I was only interested in a part of the spectrum (smallest /largest),
Do you need to compute all eigenvalues?
Maybe (as William said) you should look for available software. 

I know about the following existing survey:
 http://www.grycap.upv.es/slepc/documentation/reports/str6.pdf 


Jakob

Am Samstag, 13. September 2014 20:53:50 UTC+2 schrieb wstein:
>
> On Sat, Sep 13, 2014 at 11:28 AM, Erik Slivken 
> <> wrote: 
> > William- 
> > 
> > I am trying to find the eigenvalues of a roughly 10000x10000 sparse 
> matrix 
> > with entries from {0,1} (and would like to do this for even larger 
> > matrices).  I don't know what could be done to increase the speed (right 
> now 
> > it has been running for roughly half a day).  But it said to email you 
> to 
> > raise a quota.  Also, if there is special faculty access, this is a 
> project 
> > with Chris Hoffman from UW and I am sure he would sign on for more 
> computing 
> > power. 
> > 
> > Thanks for your time. 
> > 
> > Cheers, 
> > Erik Slivken 
> > 
> > P.S.  How long should it take to find the eigenvalues of a 10000x10000 
> > sparse matrix with entries from {0,1}?  What about a 10^6x10^6 sparse 
> matrix 
> > with entries in from {0,1}? 
>
> Never.   Sage doesn't have any easily available sophisticated sparse 
> linear algebra algorithms, as far as I know.  Linbox (which is in Sage 
> -- a C++ library), might have something; and Cremona's eclib has some 
> gems hidden in it.  I wrote some really stupid sparse linear algebra, 
> which was sufficient for something I did once.   There's several 
> stages to sparse algorithms, and what is in Sage only implements the 
> first part -- the "endgame", which is to solve a resulting dense 
> system at a certain point, isn't in sage.  Sebastian Pancratz and I 
> did implement it once 
> somewhere... (not sure), but it isn't in sage (and it was not easy), 
> and now Sebastian works at a bank. 
>
> Try typing 
>
> set_verbose(2) 
>
> to see what is happening, if you're using sage. 
>
> You should seriously consider searching the web for current available 
> software for sparse linear algebra.  Last I checked, unfortunately, 
> Sage is definitely not an off-the-shelf solution for anything 
> nontrivial involving sparse matrices, except for maybe efficiently 
> storing them. 
>
> (I've changed the subject and cc'd some people on this email, in case 
> anybody knows anything about sparse linear algebra and wants to chime 
> in.) 
>
>  William 
>
> -- 
> William Stein 
> Professor of Mathematics 
> University of Washington 
> http://wstein.org 
> [email protected] <javascript:> 
>

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