10.1 Integrated Learners

Id Feature Types Required packages 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, 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, 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.blackboost int, dbl, fct distr6, mboost, mvtnorm, partykit, survival distr, crank, lp
surv.coxph lgl, int, dbl, fct distr6, survival Importance distr, crank, lp
surv.cvglmnet int, dbl, fct glmnet, survival Weights crank, lp
surv.flexible lgl, int, fct, dbl distr6, flexsurv, survival Weights distr, lp, crank
surv.gamboost int, dbl, fct, lgl distr6, mboost, survival distr, crank, lp
surv.gbm int, dbl, fct, ord gbm Importance, Missings, Weights crank, lp
surv.glmboost int, dbl, fct, lgl distr6, mboost, survival distr, crank, lp
surv.glmnet int, dbl, fct glmnet, survival Weights crank, lp
surv.kaplan lgl, int, dbl, chr, fct, ord distr6, survival Missings crank, distr
surv.mboost int, dbl, fct, lgl distr6, mboost, survival distr, crank, lp
surv.nelson lgl, int, dbl, chr, fct, ord distr6, survival Missings crank, distr
surv.parametric lgl, int, dbl, fct distr6, survival Weights distr, lp, crank
surv.penalized int, dbl, fct, ord distr6, penalized Importance distr, crank
surv.randomForestSRC lgl, int, dbl, fct, ord distr6, randomForestSRC Importance, Missings, Weights crank, distr
surv.ranger lgl, int, dbl, chr, fct, ord distr6, ranger Importance, Oob Error, Weights distr, crank
surv.rpart lgl, int, dbl, chr, fct, ord distr6, rpart, survival Importance, Missings, Selected Features, Weights crank, distr
surv.svm int, dbl survivalsvm crank