9.1 Integrated Learners

Id	Packages	Feature Types	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	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.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.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	importance	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.nelson	distr6, survival	lgl, int, dbl, chr, fct, ord	missings	crank, distr
surv.obliqueRSF	distr6, obliqueRSF	int, dbl, fct, ord	missings	crank, distr
surv.parametric	distr6, set6, survival	lgl, int, dbl, fct	weights	distr, lp, crank
surv.penalized	distr6, penalized	int, dbl, fct, ord	importance	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.svm	survivalsvm	int, dbl		crank