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