9.3 Integrated Filter Methods

9.3.1 Standalone filter methods

Id Packages Task Types Feature Types
anova stats classif int, dbl
auc mlr3measures classif int, dbl
carscore care regr dbl
cmim praznik classif, regr int, dbl, fct, ord
correlation stats regr int, dbl
disr praznik classif int, dbl, fct, ord
find_correlation stats classif, regr int, dbl
importance rpart classif lgl, int, dbl, fct, ord
information_gain FSelectorRcpp classif, regr int, dbl, fct, ord
jmi praznik classif int, dbl, fct, ord
jmim praznik classif int, dbl, fct, ord
kruskal_test stats classif int, dbl
mim praznik classif int, dbl, fct, ord
mrmr praznik classif int, dbl, fct, ord
njmim praznik classif int, dbl, fct, ord
performance classif lgl, int, dbl, fct, ord
variance stats classif, regr int, dbl

9.3.2 Learners With Embedded Filter Methods

##  [1] "classif.featureless" "classif.ranger"      "classif.rpart"      
##  [4] "classif.xgboost"     "regr.featureless"    "regr.ranger"        
##  [7] "regr.rpart"          "regr.xgboost"        "surv.gamboost"      
## [10] "surv.gbm"            "surv.mboost"         "surv.ranger"        
## [13] "surv.rpart"          "surv.xgboost"