Variability analysis of LC-MS experimental factors and their impact on machine learning

BACKGROUND: Machine learning (ML) technologies, especially deep learning (DL), have gained increasing attention in predictive mass spectrometry (MS) for enhancing the data-processing pipeline from raw data analysis to end-user predictions and rescoring. ML models need large-scale datasets for traini...

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Detalles Bibliográficos
Autores principales: Rehfeldt, Tobias Greisager, Krawczyk, Konrad, Echers, Simon Gregersen, Marcatili, Paolo, Palczynski, Pawel, Röttger, Richard, Schwämmle, Veit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10659119/
https://www.ncbi.nlm.nih.gov/pubmed/37983748
http://dx.doi.org/10.1093/gigascience/giad096

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10659119/
https://www.ncbi.nlm.nih.gov/pubmed/37983748
http://dx.doi.org/10.1093/gigascience/giad096

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