Paper: Learning a Spin Glass - right link
Renato Vicente
rvicente at gibbs.if.usp.br
Sat Dec 20 08:28:55 EST 1997
Dear Connectionists,
The link for the paper previously announced was wrong, the right one is :
http://www.fma.if.usp.br/~rvicente/NNGUSP13.ps.gz
Sorry about that.
Learning a spin glass: determining Hamiltonians from metastable states.
---------------------------------------------------------------------------
------------------------------
SILVIA KUVA, OSAME KINOUCHI and NESTOR CATICHA
Abstract:
We study the problem of determining the Hamiltonian of a fully connected
Ising Spin Glass of $N$ units from a set of measurements, whose sizes
needs
to be ${\cal O}(N^2)$ bits. The student-teacher scenario, used to study
learning
in feed-forward neural networks, is here extended to
spin systems with arbitrary couplings.
The set of measurements consists of data about the local
minima of the rugged energy landscape.
We compare simulations and analytical approximations for the resulting
learning curves obtained by using different algorithms.
More information about the Connectionists
mailing list