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
dens.kdeKD distr6, kerdiest lgl, int, dbl, chr, fct, ord pdf
dens.kdeKS distr6, ks lgl, int, dbl, chr, fct, ord pdf
dens.locfit distr6, locfit lgl, int, dbl, chr, fct, ord pdf
dens.logspline distr6, logspline lgl, int, dbl, chr, fct, ord pdf, cdf
dens.mixed distr6, np lgl, int, dbl, chr, fct, ord pdf
dens.nonpar distr6, sm lgl, int, dbl, chr, fct, ord weights pdf
dens.pen distr6, pendensity lgl, int, dbl, chr, fct, ord pdf, cdf
dens.plug distr6, plugdensity lgl, int, dbl, chr, fct, ord missings pdf
dens.spline distr6, gss lgl, int, dbl, chr, fct, ord missings pdf, cdf
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.blackboost distr6, mboost, mvtnorm, partykit, survival int, dbl, fct distr, crank, lp
surv.coxph distr6, survival lgl, int, dbl, fct weights distr, crank, lp
surv.cvglmnet glmnet, survival int, dbl, fct weights crank, lp
surv.flexible distr6, flexsurv, set6, survival lgl, int, fct, dbl weights distr, lp, crank
surv.gamboost distr6, mboost, survival int, dbl, fct, lgl distr, crank, lp
surv.gbm gbm int, dbl, fct, ord importance, missings, weights crank, lp
surv.glmboost distr6, mboost, survival int, dbl, fct, lgl distr, crank, lp
surv.glmnet glmnet, survival int, dbl, fct weights crank, lp
surv.kaplan distr6, survival lgl, int, dbl, chr, fct, ord missings crank, distr
surv.mboost distr6, mboost, survival int, dbl, fct, lgl distr, crank, lp
surv.obliqueRSF distr6, obliqueRSF int, dbl, fct, ord missings crank, distr
surv.penalized distr6, penalized int, dbl, fct, ord distr, crank
surv.randomForestSRC distr6, randomForestSRC lgl, int, dbl, fct, ord importance, missings, weights crank, distr
surv.ranger distr6, 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