9.1 Integrated Learners

Id	Feature Types	Required packages	Properties	Predict Types
classif.cv_glmnet	lgl, int, dbl	glmnet	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	lgl, int, dbl	glmnet	Multiclass, Twoclass, Weights	response, prob
classif.kknn	lgl, int, dbl, fct, ord	kknn	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.multinom	lgl, int, dbl, fct	nnet	Multiclass, 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, fct, ord	rpart	Importance, Missings, Multiclass, Selected Features, Twoclass, Weights	response, prob
classif.svm	lgl, int, dbl	e1071	Multiclass, Twoclass	response, prob
classif.xgboost	lgl, int, dbl	xgboost	Importance, Missings, Multiclass, Twoclass, Weights	response, prob
dens.hist	lgl, int, dbl, chr, fct, ord	distr6		pdf, cdf
dens.kde	lgl, int, dbl, chr, fct, ord	distr6	Missings	pdf
dens.kdeKD	lgl, int, dbl, chr, fct, ord	distr6, kerdiest		pdf
dens.kdeKS	lgl, int, dbl, chr, fct, ord	distr6, ks		pdf
dens.locfit	lgl, int, dbl, chr, fct, ord	distr6, locfit		pdf
dens.logspline	lgl, int, dbl, chr, fct, ord	distr6, logspline		pdf, cdf
dens.mixed	lgl, int, dbl, chr, fct, ord	distr6, np		pdf
dens.nonpar	lgl, int, dbl, chr, fct, ord	distr6, sm	Weights	pdf
dens.pen	lgl, int, dbl, chr, fct, ord	distr6, pendensity		pdf, cdf
dens.plug	lgl, int, dbl, chr, fct, ord	distr6, plugdensity	Missings	pdf
dens.spline	lgl, int, dbl, chr, fct, ord	distr6, gss	Missings	pdf, cdf
regr.cv_glmnet	lgl, int, dbl	glmnet	Weights	response
regr.featureless	lgl, int, dbl, chr, fct, ord	stats	Importance, Missings, Selected Features	response, se
regr.glmnet	lgl, int, dbl	glmnet	Weights	response
regr.kknn	lgl, int, dbl, fct, ord	kknn		response
regr.km	lgl, int, dbl	DiceKriging		response, se
regr.lm	lgl, 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, fct, ord	rpart	Importance, Missings, Selected Features, Weights	response
regr.svm	lgl, int, dbl	e1071		response
regr.xgboost	lgl, int, dbl	xgboost	Importance, Missings, Weights	response
surv.blackboost	int, dbl, fct	distr6, mboost, mvtnorm, partykit, survival		distr, crank, lp
surv.coxph	lgl, int, dbl, fct	distr6, survival	Weights	distr, crank, lp
surv.cvglmnet	int, dbl, fct	glmnet, survival	Weights	crank, lp
surv.flexible	lgl, int, fct, dbl	distr6, flexsurv, set6, survival	Weights	distr, lp, crank
surv.gamboost	int, dbl, fct, lgl	distr6, mboost, survival		distr, crank, lp
surv.gbm	int, dbl, fct, ord	gbm	Importance, Missings, Weights	crank, lp
surv.glmboost	int, dbl, fct, lgl	distr6, mboost, survival		distr, crank, lp
surv.glmnet	int, dbl, fct	glmnet, survival	Weights	crank, lp
surv.kaplan	lgl, int, dbl, chr, fct, ord	distr6, survival	Missings	crank, distr
surv.mboost	int, dbl, fct, lgl	distr6, mboost, survival		distr, crank, lp
surv.obliqueRSF	int, dbl, fct, ord	distr6, obliqueRSF	Missings	crank, distr
surv.penalized	int, dbl, fct, ord	distr6, penalized		distr, crank
surv.randomForestSRC	lgl, int, dbl, fct, ord	distr6, randomForestSRC	Importance, Missings, Weights	crank, distr
surv.ranger	lgl, int, dbl, chr, fct, ord	distr6, ranger	Importance, Oob Error, Weights	distr, crank
surv.rpart	lgl, int, dbl, chr, fct, ord	distr6, rpart, survival	Importance, Missings, Selected Features, Weights	crank, distr
surv.xgboost	lgl, int, dbl	xgboost	Importance, Missings, Weights	crank, lp