10.3 Integrated Filter Methods

10.3.1 Standalone filter methods

Name Task task_properties param_set Features Package
carscore Regr character(0) <environment> numeric <span style=" font-style: italic; " >care</span>
correlation Regr character(0) <environment> Integer, Numeric <span style=" font-style: italic; " >stats</span>
cmim Classif & Regr character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
information_gain Classif & Regr character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >FSelectorRcpp</span>
mrmr Classif & Regr character(0) <environment> c(“numeric”, “factor”, “integer”, “character”, “logical”) <span style=" font-style: italic; " >praznik</span>
variance Classif & Regr character(0) <environment> Integer, Numeric <span style=" font-style: italic; " >stats</span>
anova Classif character(0) <environment> Integer, Numeric <span style=" font-style: italic; " >stats</span>
auc Classif twoclass <environment> Integer, Numeric <span style=" font-style: italic; " >mlr3measures</span>
disr Classif character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
importance Classif character(0) <environment> c(“logical”, “integer”, “numeric”, “factor”, “ordered”) <span style=" font-style: italic; " >rpart</span>
jmi Classif character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
jmim Classif character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
kruskal_test Classif character(0) <environment> Integer, Numeric <span style=" font-style: italic; " >stats</span>
mim Classif character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
njmim Classif character(0) <environment> Integer, Numeric, Factor, Ordered <span style=" font-style: italic; " >praznik</span>
performance Classif character(0) <environment> c(“logical”, “integer”, “numeric”, “factor”, “ordered”) <span style=" font-style: italic; " >rpart</span>

10.3.2 Algorithms With Embedded Filter Methods

##  [1] "classif.featureless"  "classif.ranger"       "classif.rpart"       
##  [4] "classif.xgboost"      "regr.featureless"     "regr.ranger"         
##  [7] "regr.rpart"           "regr.xgboost"         "surv.coxph"          
## [10] "surv.gbm"             "surv.penalized"       "surv.randomForestSRC"
## [13] "surv.ranger"          "surv.rpart"