From disorganized data to emergent dynamic models: Questionnaires to partial differential equations
Sroczynski D, Kemeth F, Georgiou A, Coifman R, Kevrekidis I. From disorganized data to emergent dynamic models: Questionnaires to partial differential equations. PNAS Nexus 2025, 4: pgaf018. PMID: 39898180, PMCID: PMC11786195, DOI: 10.1093/pnasnexus/pgaf018.Peer-Reviewed Original ResearchComplex dynamical network modelData-driven derivationData-driven wayDisorganized dataMachine learningPartial differential equationsNetwork modelType of dataEvolutionary partial differential equationsDiffusion mapsDynamic network modelEvolution equationsEmbedded geometryEvolving systemSymmetry breakingTensor typeDifferential equationsTranslational invarianceDerivation of parametersPDE modelAdvection-diffusion modelSmooth parametrization
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