Statements (42)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:software
|
| gptkbp:bfsLayer |
5
|
| gptkbp:bfsParent |
gptkb:R_language
|
| gptkbp:dependency |
gptkb:Database_Management_System
gptkb:technology methods stats utils |
| gptkbp:developed_by |
gptkb:Jerome_Friedman
gptkb:Robert_Tibshirani gptkb:Trevor_Hastie |
| gptkbp:example |
coef(glmnet_model)
cv.glmnet(x, y) glmnet(x, y) plot(glmnet_model) predict(glmnet_model, newdata) |
| gptkbp:features |
model selection
cross-validation predictive modeling high-dimensional data variable selection efficient computation generalized linear models pathwise coordinate descent sparse solutions |
| gptkbp:has_documentation |
https://cran.r-project.org/web/packages/glmnet/glmnet.pdf
|
| https://www.w3.org/2000/01/rdf-schema#label |
glmnet
|
| gptkbp:is_cited_in |
Hastie, T., Tibshirani, R., & Friedman, J. (2009).
|
| gptkbp:is_used_for |
linear regression
logistic regression regularization survival analysis multinomial regression |
| gptkbp:language |
gptkb:R
|
| gptkbp:latest_version |
4.1-3
|
| gptkbp:platform |
gptkb:smartphone
gptkb:operating_system |
| gptkbp:release_date |
gptkb:2010
|
| gptkbp:repository |
gptkb:CRAN
|
| gptkbp:supports |
Elastic Net
Ridge regression Lasso regression |