Nature

Using random forest and biomarkers for differentiating COVID-19 and Mycoplasma pneumoniae infections

Acute respiratory infections (ARIs) significantly contribute to global morbidity and mortality, particularly in developing nations 1. Lower respiratory infections were the fourth leading cause of ...
Nature

RETRACTED ARTICLE: Comparative analysis of heart disease prediction using logistic regression, SVM, KNN, and random forest with cross-validation for improved accuracy

This primary research paper emphasizes cross-validation, where data samples are reshuffled in each iteration to form randomized subsets divided into n folds. This method improves model performance and ...