Random forests (RF) is a widely used machine-learning algorithm, and outperforms many other machine learning algorithms in prediction-accuracy. 
Random forests
We compared the prediction accuracy of the tuned RF and multinomial logistic regression (MLR) models.



multinomial logistic regression