11.2 Integrated Filter Methods

11.2.1 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; " >Metrics</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”, “character”, “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”, “character”, “factor”, “ordered”)	<span style=" font-style: italic; " >rpart</span>

11.2.2 Algorithms With Embedded Filter Methods

Please take a look at the implementation details of the respective learner which feature types are supported by the filter.

#>  [1] "classif.featureless" "classif.ranger"      "classif.rpart"      
#>  [4] "classif.xgboost"     "regr.featureless"    "regr.ranger"        
#>  [7] "regr.rpart"          "regr.xgboost"        "surv.featureless"   
#> [10] "surv.ranger"         "surv.rpart"