10.1 Integrated Learners

Id	Feature Types	Required packages	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, 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, 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.blackboost	int, dbl, fct	distr6, mboost, mvtnorm, partykit, survival		distr, crank, lp
surv.coxph	lgl, int, dbl, fct	distr6, survival	Importance	distr, crank, lp
surv.cvglmnet	int, dbl, fct	glmnet, survival	Weights	crank, lp
surv.flexible	lgl, int, fct, dbl	distr6, flexsurv, 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.nelson	lgl, int, dbl, chr, fct, ord	distr6, survival	Missings	crank, distr
surv.parametric	lgl, int, dbl, fct	distr6, survival	Weights	distr, lp, crank
surv.penalized	int, dbl, fct, ord	distr6, penalized	Importance	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.svm	int, dbl	survivalsvm		crank