Intrinsic limitations of inverse inference in the pairwise Ising spin glass

Details Intrinsic limitations of inverse inference in the pairwise Ising spin glass Intrinsic limitations of inverse inference in the pairwise Ising spin glass

2009-11-10

arxiv.org/abs/0911.1985v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

Scientific paper

We analyze the limits inherent to the inverse reconstruction of a pairwise Ising spin glass based on susceptibility propagation. We establish the conditions under which the susceptibility propagation algorithm is able to reconstruct the characteristics of the network given first- and second-order local observables, evaluate eventual errors due to various types of noise in the originally observed data, and discuss the scaling of the problem with the number of degrees of freedom.

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