In this paper, we solve the inverse problem for the cubic mean-field Ising model. Starting from configuration data generated according to the distribution of the model, we reconstruct the free parameters of the system. We test the robustness of this inversion procedure both in the region of uniqueness of the solutions and in the region where multiple thermodynamics phases are present.
Inverse problem beyond two-body interaction: The cubic mean-field Ising model / Contucci, Pierluigi; Osabutey, Godwin; Vernia, Cecilia. - In: PHYSICAL REVIEW. E. - ISSN 2470-0045. - 107:5(2023), pp. 054124-054124. [10.1103/PhysRevE.107.054124]
Inverse problem beyond two-body interaction: The cubic mean-field Ising model
Vernia, Cecilia
2023
Abstract
In this paper, we solve the inverse problem for the cubic mean-field Ising model. Starting from configuration data generated according to the distribution of the model, we reconstruct the free parameters of the system. We test the robustness of this inversion procedure both in the region of uniqueness of the solutions and in the region where multiple thermodynamics phases are present.
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