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Improving Protein Expression Prediction Using Extra Features and Ensemble Averaging

The article focus is the improvement of machine learning models capable of predicting protein expression levels based on their codon encoding. Support vector regression (SVR) and partial least squares (PLS) were used to create the models. SVR yields predictions that surpass those of PLS. It is shown...

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Detalles Bibliográficos
Autores principales: Fernandes, Armando, Vinga, Susana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4775025/
https://www.ncbi.nlm.nih.gov/pubmed/26934190
http://dx.doi.org/10.1371/journal.pone.0150369