Journal
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL
Volume 50, Issue 20, Pages -Publisher
IOP PUBLISHING LTD
DOI: 10.1088/1751-8121/aa69ef
Keywords
inverse problem; mean-field model; metastable states; clustering algorithms
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Funding
- PRIN Grant [2010HXAW77-010]
- FIRB Grant [RBFR10N90W]
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The inverse problem method is tested for a class of monomer-dimer statistical mechanics models that contain also an attractive potential and display a mean-field critical point at a boundary of a coexistence line. The inversion is obtained by analytically identifying the parameters in terms of the correlation functions and via the maximum-likelihood method. The precision is tested in the whole phase space and, when close to the coexistence line, the algorithm is used together with a clustering method to take care of the underlying possible ambiguity of the inversion.
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