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Predicting diabetes mellitus using SMOTE and ensemble machine learning approach: The Henry Ford ExercIse Testing (FIT) project

Machine learning is becoming a popular and important approach in the field of medical research. In this study, we investigate the relative performance of various machine learning methods such as Decision Tree, Naïve Bayes, Logistic Regression, Logistic Model Tree and Random Forests for predicting in...

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Bibliografiske detaljer
Udgivet i:PLoS One
Main Authors: Alghamdi, Manal, Al-Mallah, Mouaz, Keteyian, Steven, Brawner, Clinton, Ehrman, Jonathan, Sakr, Sherif
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5524285/
https://ncbi.nlm.nih.gov/pubmed/28738059
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0179805
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