9.1 Integrated Learners

Id Packages Feature Types Properties Predict Types
classif.cv_glmnet glmnet lgl, int, dbl multiclass, twoclass, weights response, prob
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 glmnet lgl, int, dbl multiclass, twoclass, weights response, prob
classif.kknn kknn lgl, int, dbl, fct, ord multiclass, twoclass response, prob
classif.lda MASS lgl, int, dbl, fct, ord multiclass, twoclass, weights response, prob
classif.log_reg stats lgl, int, dbl, chr, fct, ord twoclass, weights response, prob
classif.multinom nnet lgl, int, dbl, fct multiclass, twoclass, weights response, prob
classif.naive_bayes e1071 lgl, int, dbl, fct multiclass, twoclass response, prob
classif.qda MASS lgl, int, dbl, fct, ord multiclass, twoclass, weights response, prob
classif.ranger ranger lgl, int, dbl, chr, fct, ord importance, multiclass, oob_error, twoclass, weights response, prob
classif.rpart rpart lgl, int, dbl, fct, ord importance, missings, multiclass, selected_features, twoclass, weights response, prob
classif.svm e1071 lgl, int, dbl multiclass, twoclass response, prob
classif.xgboost xgboost lgl, int, dbl importance, missings, multiclass, twoclass, weights response, prob
dens.hist distr6 lgl, int, dbl, chr, fct, ord pdf, cdf
dens.kde distr6 lgl, int, dbl, chr, fct, ord missings pdf
regr.cv_glmnet glmnet lgl, int, dbl weights response
regr.featureless stats lgl, int, dbl, chr, fct, ord importance, missings, selected_features response, se
regr.glmnet glmnet lgl, int, dbl weights response
regr.kknn kknn lgl, int, dbl, fct, ord response
regr.km DiceKriging lgl, int, dbl response, se
regr.lm stats lgl, int, dbl, fct weights response, se
regr.ranger ranger lgl, int, dbl, chr, fct, ord importance, oob_error, weights response, se
regr.rpart rpart lgl, int, dbl, fct, ord importance, missings, selected_features, weights response
regr.svm e1071 lgl, int, dbl response
regr.xgboost xgboost lgl, int, dbl importance, missings, weights response
surv.coxph distr6, survival lgl, int, dbl, fct weights distr, crank, lp
surv.cv_glmnet glmnet lgl, int, dbl weights crank, lp
surv.glmnet glmnet lgl, int, dbl weights crank, lp
surv.kaplan distr6, survival lgl, int, dbl, chr, fct, ord missings crank, distr
surv.ranger ranger lgl, int, dbl, chr, fct, ord importance, oob_error, weights distr, crank
surv.rpart distr6, rpart, survival lgl, int, dbl, chr, fct, ord importance, missings, selected_features, weights crank, distr
surv.xgboost xgboost lgl, int, dbl importance, missings, weights crank, lp