Statements (24)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
regression method
|
| gptkbp:alternativeTo |
gptkb:Ridge_regression
gptkb:Lasso_regression |
| gptkbp:appliesTo |
linear regression
logistic regression |
| gptkbp:citation |
Zou, H., & Hastie, T. (2005). Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67(2), 301-320.
|
| gptkbp:combines |
L1 regularization
L2 regularization |
| https://www.w3.org/2000/01/rdf-schema#label |
Elastic Net
|
| gptkbp:hyperparameter |
alpha
l1_ratio |
| gptkbp:implementedIn |
gptkb:scikit-learn
R |
| gptkbp:introduced |
gptkb:Zou_and_Hastie
|
| gptkbp:introducedIn |
2005
|
| gptkbp:reduces |
overfitting
|
| gptkbp:usedFor |
feature selection
regularization |
| gptkbp:usedIn |
gptkb:machine_learning
|
| gptkbp:bfsParent |
gptkb:Lasso_regression
gptkb:Lasso_Regression gptkb:Ridge_Regression gptkb:LASSO |
| gptkbp:bfsLayer |
6
|