Based on this research, Wei Ran Lab has conducted big data analysis, trained millions of samples, and selected the Random Forest algorithm to identify threats in encrypted communication traffic.

Paper Open access published in Remote Sensing on February 12, 2018. Authors: Ana I. de Castro, Jorge Torres-Sánchez, José M. Peña, Francisco M. Jiménez-Brenes, Ovidiu Csillik and Francisca López-Gr… ...

We estimate unobserved subject-specific treatment effects through conditional random-effects modeling, and apply the random forest algorithm to allocate effective treatments for individuals. The ...

These solutions included Random Forest, 21 22 24–29 XGBoost 30–37 and decision trees, 38–40 referenced above, along with Recursive Partitioning and Regression Trees (n=1) 41 and Gradient Boosting ...

Development and validation cohorts included 14,760 and 14,620 patients with lung cancer, respectively. Validation analyses assessed clinical, random forest, and simple logistic regression algorithms.