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Interpretable Machine Learning of Amino Acid Patterns in Proteins: A Statistical Ensemble Approach

[Image: see text] Explainable and interpretable unsupervised machine learning helps one to understand the underlying structure of data. We introduce an ensemble analysis of machine learning models to consolidate their interpretation. Its application shows that restricted Boltzmann machines compress...

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Detalles Bibliográficos
Autores principales: Braghetto, Anna, Orlandini, Enzo, Baiesi, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10500975/
https://www.ncbi.nlm.nih.gov/pubmed/37552831
http://dx.doi.org/10.1021/acs.jctc.3c00383