diff --git a/docs/articles/tutorial/feature_selection.html b/docs/articles/tutorial/feature_selection.html index 27bc2202a8..484de1ec6f 100644 --- a/docs/articles/tutorial/feature_selection.html +++ b/docs/articles/tutorial/feature_selection.html @@ -344,7 +344,7 @@
A bar plot of importance values for the individual features can be obtained using function plotFilterValues()
.
By default plotFilterValues()
will create facetted subplots if multiple filter methods are passed as input to generateFilterValuesData()
.
According to the "information.gain"
measure, Petal.Width
and Petal.Length
contain the most information about the target variable Species
.
praznik_mrmr
also supports regr
and surv
tasksgetFilterValuesData()
now returns a tbl
instead of a data.frame
. (@pat-s, #2456)plotFilterValues()
got a bit “smarter” and easier now regarding the ordering of multiple facets. (@pat-s, #2456)filterFeatures()
, generateFilterValuesData()
and makeFilterWrapper()
gained new examples. (@pat-s, #2456)mergeSmallFactorLevels
,
normalizeFeatures
,
removeConstantFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
mergeSmallFactorLevels
,
normalizeFeatures
,
removeConstantFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
diff --git a/docs/reference/dropFeatures.html b/docs/reference/dropFeatures.html
index 5146e8a057..d449260f8f 100644
--- a/docs/reference/dropFeatures.html
+++ b/docs/reference/dropFeatures.html
@@ -334,7 +334,8 @@ mergeSmallFactorLevels
,
normalizeFeatures
,
removeConstantFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
diff --git a/docs/reference/makeBaggingWrapper.html b/docs/reference/makeBaggingWrapper.html
index 4b239e3b22..abf9ca969f 100644
--- a/docs/reference/makeBaggingWrapper.html
+++ b/docs/reference/makeBaggingWrapper.html
@@ -395,6 +395,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeClassificationViaRegressionWrapper.html b/docs/reference/makeClassificationViaRegressionWrapper.html
index 9fc9d27d24..016bac3507 100644
--- a/docs/reference/makeClassificationViaRegressionWrapper.html
+++ b/docs/reference/makeClassificationViaRegressionWrapper.html
@@ -343,6 +343,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeConstantClassWrapper.html b/docs/reference/makeConstantClassWrapper.html
index 720bd882ab..9894093f0a 100644
--- a/docs/reference/makeConstantClassWrapper.html
+++ b/docs/reference/makeConstantClassWrapper.html
@@ -340,6 +340,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeCostSensClassifWrapper.html b/docs/reference/makeCostSensClassifWrapper.html
index cfac2fa514..56826f0288 100644
--- a/docs/reference/makeCostSensClassifWrapper.html
+++ b/docs/reference/makeCostSensClassifWrapper.html
@@ -348,6 +348,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeCostSensRegrWrapper.html b/docs/reference/makeCostSensRegrWrapper.html
index 0ecd6b0a94..8bba359886 100644
--- a/docs/reference/makeCostSensRegrWrapper.html
+++ b/docs/reference/makeCostSensRegrWrapper.html
@@ -342,6 +342,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeDownsampleWrapper.html b/docs/reference/makeDownsampleWrapper.html
index 6ee5287432..16d191836e 100644
--- a/docs/reference/makeDownsampleWrapper.html
+++ b/docs/reference/makeDownsampleWrapper.html
@@ -350,6 +350,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeDummyFeaturesWrapper.html b/docs/reference/makeDummyFeaturesWrapper.html
index 3d295821eb..9723798ab1 100644
--- a/docs/reference/makeDummyFeaturesWrapper.html
+++ b/docs/reference/makeDummyFeaturesWrapper.html
@@ -348,6 +348,7 @@ makeDownsampleWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeExtractFDAFeatsWrapper.html b/docs/reference/makeExtractFDAFeatsWrapper.html
index 48b59ea3df..c52205f8a5 100644
--- a/docs/reference/makeExtractFDAFeatsWrapper.html
+++ b/docs/reference/makeExtractFDAFeatsWrapper.html
@@ -351,6 +351,7 @@ makeDownsampleWrapper
,
makeDummyFeaturesWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeFeatSelWrapper.html b/docs/reference/makeFeatSelWrapper.html
index 17f2cb3a35..a0745516cb 100644
--- a/docs/reference/makeFeatSelWrapper.html
+++ b/docs/reference/makeFeatSelWrapper.html
@@ -394,6 +394,7 @@ makeDownsampleWrapper
,
makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeFilterWrapper.html b/docs/reference/makeFilterWrapper.html
index 567bdef4be..c3ab2b8f34 100644
--- a/docs/reference/makeFilterWrapper.html
+++ b/docs/reference/makeFilterWrapper.html
@@ -32,11 +32,7 @@
+filterFeatures before every model fit." />
@@ -312,10 +308,6 @@ Fuses a base learner with a filter method. Creates a learner object, which can be used like any other learner object. Internally uses filterFeatures before every model fit.
-After training, the selected features can be retrieved with -getFilteredFeatures.
-Note that observation weights do not influence the filtering and are simply -passed down to the next learner.
makeFilterWrapper(learner, fw.method = "randomForestSRC_importance", @@ -380,6 +372,15 @@Value
+Details
+ +If
+ensemble = TRUE
, ensemble feature selection using all methods specified +infw.method
is performed. At least two methods need to be selected.After training, the selected features can be retrieved with +getFilteredFeatures.
+Note that observation weights do not influence the filtering and are simply +passed down to the next learner.
+Caching
If
cache = TRUE
, the default mlr cache directory is used @@ -398,7 +399,31 @@See a
listFilterEnsembleMethods
,listFilterMethods
,makeFilterEnsemble
, -makeFilter
,plotFilterValues
+makeFilter
,plotFilterValues
+Other wrapper:
makeBaggingWrapper
, +makeClassificationViaRegressionWrapper
, +makeConstantClassWrapper
, +makeCostSensClassifWrapper
, +makeCostSensRegrWrapper
, +makeDownsampleWrapper
, +makeDummyFeaturesWrapper
, +makeExtractFDAFeatsWrapper
, +makeFeatSelWrapper
, +makeImputeWrapper
, +makeMulticlassWrapper
, +makeMultilabelBinaryRelevanceWrapper
, +makeMultilabelClassifierChainsWrapper
, +makeMultilabelDBRWrapper
, +makeMultilabelNestedStackingWrapper
, +makeMultilabelStackingWrapper
, +makeOverBaggingWrapper
, +makePreprocWrapperCaret
, +makePreprocWrapper
, +makeRemoveConstantFeaturesWrapper
, +makeSMOTEWrapper
, +makeTuneWrapper
, +makeUndersampleWrapper
, +makeWeightedClassesWrapper
Examples
@@ -437,6 +462,8 @@Contents
makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
makeMultilabelClassifierChainsWrapper
,
diff --git a/docs/reference/makeMulticlassWrapper.html b/docs/reference/makeMulticlassWrapper.html
index 693da7e489..b6e2c28d1c 100644
--- a/docs/reference/makeMulticlassWrapper.html
+++ b/docs/reference/makeMulticlassWrapper.html
@@ -368,6 +368,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
makeMultilabelClassifierChainsWrapper
,
diff --git a/docs/reference/makeMultilabelBinaryRelevanceWrapper.html b/docs/reference/makeMultilabelBinaryRelevanceWrapper.html
index d8dedd1ca6..166fad3bf6 100644
--- a/docs/reference/makeMultilabelBinaryRelevanceWrapper.html
+++ b/docs/reference/makeMultilabelBinaryRelevanceWrapper.html
@@ -360,6 +360,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelClassifierChainsWrapper
,
diff --git a/docs/reference/makeMultilabelClassifierChainsWrapper.html b/docs/reference/makeMultilabelClassifierChainsWrapper.html
index a7aa5646d6..c6bcc0698f 100644
--- a/docs/reference/makeMultilabelClassifierChainsWrapper.html
+++ b/docs/reference/makeMultilabelClassifierChainsWrapper.html
@@ -359,6 +359,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeMultilabelDBRWrapper.html b/docs/reference/makeMultilabelDBRWrapper.html
index ff6f8137da..c1942013fe 100644
--- a/docs/reference/makeMultilabelDBRWrapper.html
+++ b/docs/reference/makeMultilabelDBRWrapper.html
@@ -352,6 +352,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeMultilabelNestedStackingWrapper.html b/docs/reference/makeMultilabelNestedStackingWrapper.html
index 32003c29b6..7b82aef1c9 100644
--- a/docs/reference/makeMultilabelNestedStackingWrapper.html
+++ b/docs/reference/makeMultilabelNestedStackingWrapper.html
@@ -367,6 +367,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeMultilabelStackingWrapper.html b/docs/reference/makeMultilabelStackingWrapper.html
index 3e3584334a..91363051c5 100644
--- a/docs/reference/makeMultilabelStackingWrapper.html
+++ b/docs/reference/makeMultilabelStackingWrapper.html
@@ -355,6 +355,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeOverBaggingWrapper.html b/docs/reference/makeOverBaggingWrapper.html
index 7a8e4079ab..dc7f09f9ed 100644
--- a/docs/reference/makeOverBaggingWrapper.html
+++ b/docs/reference/makeOverBaggingWrapper.html
@@ -391,6 +391,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makePreprocWrapper.html b/docs/reference/makePreprocWrapper.html
index 8576a72647..c9d5e7a4ff 100644
--- a/docs/reference/makePreprocWrapper.html
+++ b/docs/reference/makePreprocWrapper.html
@@ -372,6 +372,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makePreprocWrapperCaret.html b/docs/reference/makePreprocWrapperCaret.html
index efa39feff8..32ce22ad76 100644
--- a/docs/reference/makePreprocWrapperCaret.html
+++ b/docs/reference/makePreprocWrapperCaret.html
@@ -346,6 +346,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeRemoveConstantFeaturesWrapper.html b/docs/reference/makeRemoveConstantFeaturesWrapper.html
index 6c8f804d9c..92b9193f4d 100644
--- a/docs/reference/makeRemoveConstantFeaturesWrapper.html
+++ b/docs/reference/makeRemoveConstantFeaturesWrapper.html
@@ -363,6 +363,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeSMOTEWrapper.html b/docs/reference/makeSMOTEWrapper.html
index 3505b58536..d4d836a78f 100644
--- a/docs/reference/makeSMOTEWrapper.html
+++ b/docs/reference/makeSMOTEWrapper.html
@@ -375,6 +375,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeTuneWrapper.html b/docs/reference/makeTuneWrapper.html
index 047bee5cbe..c9f1c0022c 100644
--- a/docs/reference/makeTuneWrapper.html
+++ b/docs/reference/makeTuneWrapper.html
@@ -401,6 +401,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeUndersampleWrapper.html b/docs/reference/makeUndersampleWrapper.html
index aa6727ceb6..79c01777df 100644
--- a/docs/reference/makeUndersampleWrapper.html
+++ b/docs/reference/makeUndersampleWrapper.html
@@ -373,6 +373,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/makeWeightedClassesWrapper.html b/docs/reference/makeWeightedClassesWrapper.html
index 6fc87d6ab7..cb994c3ba0 100644
--- a/docs/reference/makeWeightedClassesWrapper.html
+++ b/docs/reference/makeWeightedClassesWrapper.html
@@ -385,6 +385,7 @@ makeDummyFeaturesWrapper
,
makeExtractFDAFeatsWrapper
,
makeFeatSelWrapper
,
+ makeFilterWrapper
,
makeImputeWrapper
,
makeMulticlassWrapper
,
makeMultilabelBinaryRelevanceWrapper
,
diff --git a/docs/reference/mergeSmallFactorLevels.html b/docs/reference/mergeSmallFactorLevels.html
index e9c1d61dd1..9b90a2c31c 100644
--- a/docs/reference/mergeSmallFactorLevels.html
+++ b/docs/reference/mergeSmallFactorLevels.html
@@ -350,7 +350,8 @@ dropFeatures
,
normalizeFeatures
,
removeConstantFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
diff --git a/docs/reference/normalizeFeatures.html b/docs/reference/normalizeFeatures.html
index f91b6a571e..a960c454e0 100644
--- a/docs/reference/normalizeFeatures.html
+++ b/docs/reference/normalizeFeatures.html
@@ -381,7 +381,8 @@ dropFeatures
,
mergeSmallFactorLevels
,
removeConstantFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
diff --git a/docs/reference/removeConstantFeatures.html b/docs/reference/removeConstantFeatures.html
index dca696dcfe..f62fc8521d 100644
--- a/docs/reference/removeConstantFeatures.html
+++ b/docs/reference/removeConstantFeatures.html
@@ -372,7 +372,8 @@ dropFeatures
,
mergeSmallFactorLevels
,
normalizeFeatures
,
- summarizeColumns
+ summarizeColumns
,
+ summarizeLevels
diff --git a/docs/reference/summarizeColumns.html b/docs/reference/summarizeColumns.html
index c513189aa1..5b051cfed4 100644
--- a/docs/reference/summarizeColumns.html
+++ b/docs/reference/summarizeColumns.html
@@ -349,7 +349,8 @@ dropFeatures
,
mergeSmallFactorLevels
,
normalizeFeatures
,
- removeConstantFeatures
+ removeConstantFeatures
,
+ summarizeLevels
(list). Named list of tables.
+Other eda_and_preprocess: capLargeValues
,
+ createDummyFeatures
,
+ dropFeatures
,
+ mergeSmallFactorLevels
,
+ normalizeFeatures
,
+ removeConstantFeatures
,
+ summarizeColumns
summarizeLevels(iris)#> $Species +#> +#> setosa versicolor virginica +#> 50 50 50 +#>