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upd README
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pat-s committed Mar 12, 2020
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Expand Up @@ -60,25 +60,24 @@ as.data.table(filter$calculate(task))

### Implemented Filters

| Name | Task Type | Feature Types | Package |
| :---------------- | :------------- | :----------------------------------------- | :---------------------------------------------------------------- |
| anova | Classif | Integer, Numeric | stats |
| auc | Classif | Integer, Numeric | [mlr3measures](https://cran.r-project.org/package=mlr3measures) |
| carscore | Regr | Numeric | [care](https://cran.r-project.org/package=care) |
| cmim | Classif & Regr | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| correlation | Regr | Integer, Numeric | stats |
| disr | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| find\_correlation | Classif & Regr | Integer, Numeric | stats |
| importance | Universal | Logical, Integer, Numeric, Factor, Ordered | [rpart](https://cran.r-project.org/package=rpart) |
| information\_gain | Classif & Regr | Integer, Numeric, Factor, Ordered | [FSelectorRcpp](https://cran.r-project.org/package=FSelectorRcpp) |
| jmi | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| jmim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| kruskal\_test | Classif | Integer, Numeric | stats |
| mim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| mrmr | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| njmim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| performance | Universal | Logical, Integer, Numeric, Factor, Ordered | [character(0)](https://cran.r-project.org/package=character\(0\)) |
| variance | Classif & Regr | Integer, Numeric | stats |
| Name | Task Type | Feature Types | Package |
| :---------------- | :------------- | :------------------------------------------- | :---------------------------------------------------------------- |
| anova | Classif | Integer, Numeric | stats |
| auc | Classif | Integer, Numeric | [mlr3measures](https://cran.r-project.org/package=mlr3measures) |
| carscore | Regr | Numeric | [care](https://cran.r-project.org/package=care) |
| cmim | Classif & Regr | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| correlation | Regr | Integer, Numeric | stats |
| disr | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| importance | Universal | Logical, Integer, Numeric, Factor, Ordered | [rpart](https://cran.r-project.org/package=rpart) |
| information\_gain | Classif & Regr | Integer, Numeric, Factor, Ordered | [FSelectorRcpp](https://cran.r-project.org/package=FSelectorRcpp) |
| jmi | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| jmim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| kruskal\_test | Classif | Integer, Numeric | stats |
| mim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| mrmr | Classif & Regr | Numeric, Factor, Integer, Character, Logical | [praznik](https://cran.r-project.org/package=praznik) |
| njmim | Classif | Integer, Numeric, Factor, Ordered | [praznik](https://cran.r-project.org/package=praznik) |
| performance | Universal | Logical, Integer, Numeric, Factor, Ordered | [rpart](https://cran.r-project.org/package=rpart) |
| variance | Classif & Regr | Integer, Numeric | stats |

### Variable Importance Filters

Expand Down Expand Up @@ -110,10 +109,10 @@ filter$calculate(task)
head(as.data.table(filter), 3)
```

## feature score
## 1: Petal.Width 44.224198
## 2: Petal.Length 43.303520
## 3: Sepal.Length 9.618601
## feature score
## 1: Petal.Width 43.66496
## 2: Petal.Length 43.10837
## 3: Sepal.Length 10.21944

### Performance Filter

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