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Parsimonious neural networks learn interpretable physical laws

Machine learning is playing an increasing role in the physical sciences and significant progress has been made towards embedding domain knowledge into models. Less explored is its use to discover interpretable physical laws from data. We propose parsimonious neural networks (PNNs) that combine neura...

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Detalles Bibliográficos
Autores principales: Desai, Saaketh, Strachan, Alejandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8211802/
https://www.ncbi.nlm.nih.gov/pubmed/34140609
http://dx.doi.org/10.1038/s41598-021-92278-w