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Modelling time-varying interactions in complex systems: the Score Driven Kinetic Ising Model

A common issue when analyzing real-world complex systems is that the interactions between their elements often change over time. Here we propose a new modeling approach for time-varying interactions generalising the well-known Kinetic Ising Model, a minimalistic pairwise constant interactions model...

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Detalles Bibliográficos
Autores principales: Campajola, Carlo, Gangi, Domenico Di, Lillo, Fabrizio, Tantari, Daniele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9652375/
https://www.ncbi.nlm.nih.gov/pubmed/36369262
http://dx.doi.org/10.1038/s41598-022-23770-0