Statements (21)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
regularization technique
|
| gptkbp:appliesTo |
high-dimensional data analysis
|
| gptkbp:category |
statistical learning
linear models |
| gptkbp:combines |
L1 regularization
L2 regularization |
| https://www.w3.org/2000/01/rdf-schema#label |
Elastic net
|
| gptkbp:introduced |
gptkb:Hui_Zou
gptkb:Trevor_Hastie |
| gptkbp:introducedIn |
2005
|
| gptkbp:parameter |
alpha
lambda |
| gptkbp:publishedIn |
gptkb:Journal_of_the_Royal_Statistical_Society,_Series_B
|
| gptkbp:relatedTo |
gptkb:Ridge_regression
gptkb:Lasso_regression |
| gptkbp:usedFor |
regression
feature selection preventing overfitting |
| gptkbp:usedIn |
gptkb:machine_learning
|
| gptkbp:bfsParent |
gptkb:Ridge_regression
|
| gptkbp:bfsLayer |
7
|