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Stability selection enables robust learning of differential equations from limited noisy data

We present a statistical learning framework for robust identification of differential equations from noisy spatio-temporal data. We address two issues that have so far limited the application of such methods, namely their robustness against noise and the need for manual parameter tuning, by proposin...

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Detalles Bibliográficos
Autores principales: Maddu, Suryanarayana, Cheeseman, Bevan L., Sbalzarini, Ivo F., Müller, Christian L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9199075/
https://www.ncbi.nlm.nih.gov/pubmed/35756878
http://dx.doi.org/10.1098/rspa.2021.0916