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Generalization 1 Inverse problems 1 Neural networks 1 On-line learning 1 Spin glasses 1
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Caticha, N. 1 Kinouchi, O. 1 Kuva, S.M. 1
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Physica A: Statistical Mechanics and its Applications 1
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Learning a spin glass: Determining Hamiltonians from metastable states
Kuva, S.M.; Kinouchi, O.; Caticha, N. - In: Physica A: Statistical Mechanics and its Applications 257 (1998) 1, pp. 28-35
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 O(N2) bits. The student–teacher scenario, used to study learning in feed-forward neural networks, is here extended to spin systems with...
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