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The General Explanation Method with NMR Spectroscopy Enables the Identification of Metabolite Profiles Specific for Normal and Tumor Cell Lines

Machine learning models in metabolomics, despite their great prediction accuracy, are still not widely adopted owing to the lack of an efficient explanation for their predictions. In this study, we propose the use of the general explanation method to explain the predictions of a machine learning mod...

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Detalles Bibliográficos
Autores principales: Pečnik, Klemen, Todorović, Vesna, Bošnjak, Maša, Čemažar, Maja, Kononenko, Igor, Serša, Gregor, Plavec, Janez
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6220813/
https://www.ncbi.nlm.nih.gov/pubmed/30067305
http://dx.doi.org/10.1002/cbic.201800392