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Model selection for dynamical systems via sparse regression and information criteria

We develop an algorithm for model selection which allows for the consideration of a combinatorially large number of candidate models governing a dynamical system. The innovation circumvents a disadvantage of standard model selection which typically limits the number of candidate models considered du...

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Detalles Bibliográficos
Autores principales: Mangan, N. M., Kutz, J. N., Brunton, S. L., Proctor, J. L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5582175/
https://www.ncbi.nlm.nih.gov/pubmed/28878554
http://dx.doi.org/10.1098/rspa.2017.0009