Package: hierNet 1.10
hierNet: A Lasso for Hierarchical Interactions
Fits sparse interaction models for continuous and binary responses subject to the strong (or weak) hierarchy restriction that an interaction between two variables only be included if both (or at least one of) the variables is included as a main effect. For more details, see Bien, J., Taylor, J., Tibshirani, R., (2013) "A Lasso for Hierarchical Interactions." Annals of Statistics. 41(3). 1111-1141.
Authors:
hierNet_1.10.tar.gz
hierNet_1.10.zip(r-4.5)hierNet_1.10.zip(r-4.4)hierNet_1.10.zip(r-4.3)
hierNet_1.10.tgz(r-4.4-x86_64)hierNet_1.10.tgz(r-4.4-arm64)hierNet_1.10.tgz(r-4.3-x86_64)hierNet_1.10.tgz(r-4.3-arm64)
hierNet_1.10.tar.gz(r-4.5-noble)hierNet_1.10.tar.gz(r-4.4-noble)
hierNet_1.10.tgz(r-4.4-emscripten)hierNet_1.10.tgz(r-4.3-emscripten)
hierNet.pdf |hierNet.html✨
hierNet/json (API)
| # Install 'hierNet' in R: |
| install.packages('hierNet', repos = c('https://jacobbien.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jacobbien/hiernet/issues
Last updated 4 years agofrom:33714eb7c2. Checks:OK: 4 NOTE: 5. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 07 2024 |
| R-4.5-win-x86_64 | NOTE | Nov 07 2024 |
| R-4.5-linux-x86_64 | NOTE | Nov 07 2024 |
| R-4.4-win-x86_64 | NOTE | Nov 07 2024 |
| R-4.4-mac-x86_64 | NOTE | Nov 07 2024 |
| R-4.4-mac-aarch64 | NOTE | Nov 07 2024 |
| R-4.3-win-x86_64 | OK | Nov 07 2024 |
| R-4.3-mac-x86_64 | OK | Nov 07 2024 |
| R-4.3-mac-aarch64 | OK | Nov 07 2024 |
Exports:compute.interactions.ccritf.logistichierNethierNet.cvhierNet.logistichierNet.logistic.pathhierNet.pathObjectiveObjective.logistic
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| A Lasso for interactions | hierNet |
| Cross-validation function for hierNet | hierNet.cv |
| A logistic regression Lasso for interactions | hierNet.logistic |
| Fit a path of logistic hierNet models- lasso models with interactions | hierNet.logistic.path |
| Fit a path of hierNet models- lasso models with interactions | hierNet.path |
| Variable importance for hierNet. | hierNet.varimp |
| Prediction function for hierNet and hierNet.logistic. | predict.hierNet |
| Prediction function for hierNet.logistic. | predict.hierNet.logistic |
| Prediction function for hierNet.path and hierNet.logistic.path. | predict.hierNet.path |
