Table 1.
Twelve supervised ML methods from the R package caret
| Method | ML model | Method value in R |
|---|---|---|
| LDA | Linear discriminant analysis | lda |
| GLM | Generalized linear model | glm |
| LOG | Boosted logistic regression | LogitBoost |
| BAY | Naive Bayes | Naive_bayes |
| CART | Bagged CART | Treebag |
| TREE | Recursive partitioning and regression trees | rpart |
| KNN | k-Nearest neighbors | knn |
| RF | Random forest | rf |
| LVQ | Learning vector quantization | lvq |
| SVM-L | Support vector machines with linear kernel | svmLinear |
| SVM-P | Support vector machines with polynomial kernel | svmPoly |
| SGB | Stochastic gradient boosting | gbm |