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