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Table 1 Twelve supervised ML methods from the R package caret

From: Monte Carlo cross-validation for a study with binary outcome and limited sample size

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