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Learning dynamic Boltzmann distributions as reduced models of spatial chemical kinetics

Finding reduced models of spatially distributed chemical reaction networks requires an estimation of which effective dynamics are relevant. We propose a machine learning approach to this coarse graining problem, where a maximum entropy approximation is constructed that evolves slowly in time. The dy...

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Publicat a:J Chem Phys
Autors principals: Ernst, Oliver K., Bartol, Thomas, Sejnowski, Terrence, Mjolsness, Eric
Format: Artigo
Idioma:Inglês
Publicat: AIP Publishing LLC 2018
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6056297/
https://ncbi.nlm.nih.gov/pubmed/30037235
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1063/1.5026403
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