11.1 Integrated Learners

Id Feature Types Required package Properties Predict Types
classif.debug lgl, int, dbl, chr, fct, ord Missings, Multiclass, Twoclass response, prob
classif.featureless lgl, int, dbl, chr, fct, ord Importance, Missings, Multiclass, Selected Features, Twoclass response, prob
classif.glmnet int, dbl glmnet Multiclass, Twoclass, Weights response, prob
classif.kknn lgl, int, dbl, fct, ord kknn, withr Multiclass, Twoclass response, prob
classif.lda lgl, int, dbl, fct, ord MASS Multiclass, Twoclass, Weights response, prob
classif.log_reg lgl, int, dbl, chr, fct, ord stats Twoclass, Weights response, prob
classif.naive_bayes lgl, int, dbl, fct e1071 Multiclass, Twoclass response, prob
classif.qda lgl, int, dbl, fct, ord MASS Multiclass, Twoclass, Weights response, prob
classif.ranger lgl, int, dbl, chr, fct, ord ranger Importance, Multiclass, Oob Error, Twoclass, Weights response, prob
classif.rpart lgl, int, dbl, chr, fct, ord rpart Importance, Missings, Multiclass, Selected Features, Twoclass, Weights response, prob
classif.svm int, dbl e1071 Multiclass, Twoclass response, prob
classif.xgboost int, dbl xgboost Importance, Missings, Multiclass, Twoclass, Weights response, prob
regr.featureless lgl, int, dbl, chr, fct, ord stats Importance, Missings, Selected Features response, se
regr.glmnet int, dbl glmnet Weights response
regr.kknn lgl, int, dbl, fct, ord kknn, withr response
regr.km int, dbl DiceKriging response, se
regr.lm int, dbl, fct stats Weights response, se
regr.ranger lgl, int, dbl, chr, fct, ord ranger Importance, Oob Error, Weights response, se
regr.rpart lgl, int, dbl, chr, fct, ord rpart Importance, Missings, Selected Features, Weights response
regr.svm int, dbl e1071 response
regr.xgboost int, dbl xgboost Importance, Missings, Weights response
surv.coxph lgl, int, dbl, fct survival Weights risk
surv.featureless lgl, int, dbl, chr, fct, ord Importance, Missings, Selected Features risk
surv.glmnet int, dbl glmnet Weights risk
surv.ranger lgl, int, dbl, chr, fct, ord ranger Importance, Oob Error, Weights risk
surv.rpart lgl, int, dbl, chr, fct, ord rpart Importance, Missings, Selected Features, Weights risk