Statements (24)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
|
| gptkbp:appliesTo |
gptkb:generalized_linear_models
linear regression |
| gptkbp:category |
regularization method
|
| gptkbp:combines |
L1 regularization
L2 regularization |
| https://www.w3.org/2000/01/rdf-schema#label |
elastic net
|
| gptkbp:implementedIn |
gptkb:scikit-learn
R glmnet package |
| gptkbp:introduced |
gptkb:Hui_Zou
gptkb:Trevor_Hastie |
| gptkbp:penalty_term |
alpha * L1 + (1-alpha) * L2
|
| gptkbp:prevention |
overfitting
|
| gptkbp:publishedIn |
2005
|
| gptkbp:relatedTo |
gptkb:lasso_regression
ridge regression |
| gptkbp:solvedBy |
multicollinearity
|
| gptkbp:used_in |
gptkb:machine_learning
|
| gptkbp:usedFor |
statistical analysis
variable selection |
| gptkbp:bfsParent |
gptkb:Hui_Zou
gptkb:lasso_regression |
| gptkbp:bfsLayer |
7
|