hierNet: A Lasso for Hierarchical Interactions
Version 1.6

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.

AuthorJacob Bien and Rob Tibshirani
Date of publication2014-04-29 08:50:35
MaintainerJacob Bien <jbien@cornell.edu>
LicenseGPL-2
Version1.6
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("hierNet")

Popular man pages

hierNet: A Lasso for interactions
hierNet-internal: Internal hierNet functions
hierNet.logistic: A logistic regression Lasso for interactions
hierNet.varimp: Variable importance for hierNet.
predict.hierNet: Prediction function for hierNet and hierNet.logistic.
predict.hierNet.logistic: Prediction function for hierNet.logistic.
predict.hierNet.path: Prediction function for hierNet.path and...
See all...

All man pages Function index File listing

Man pages

hierNet: A Lasso for interactions
hierNet.cv: Cross-validation function for hierNet
hierNet-internal: Internal hierNet functions
hierNet.logistic: A logistic regression Lasso for interactions
hierNet.logistic.path: Fit a path of logistic hierNet models- lasso models with...
hierNet.path: Fit a path of hierNet models- lasso models with interactions
hierNet.varimp: Variable importance for hierNet.
predict.hierNet: Prediction function for hierNet and hierNet.logistic.
predict.hierNet.logistic: Prediction function for hierNet.logistic.
predict.hierNet.path: Prediction function for hierNet.path and...

Functions

ADMM4.Lagrangian Source code
Compute.phat.c Source code
Compute.yhat.c Source code
Objective Man page Source code
Objective.logistic Man page Source code
admm4 Source code
admm4.logistic Source code
balanced.folds Source code
compute.full.interactions.c Source code
compute.interactions.c Man page Source code
critf.logistic Man page Source code
error.bars Source code
ggdescent.c Source code
ggdescent.logistic Source code
hierNet Man page Source code
hierNet.cv Man page Source code
hierNet.logistic Man page Source code
hierNet.logistic.path Man page Source code
hierNet.path Man page Source code
hierNet.varimp Man page Source code
permute.rows Source code
plot.hierNet.cv Man page Source code
predict.hierNet Man page Source code
predict.hierNet.logistic Man page Source code
predict.hierNet.path Man page Source code
print.hierNet Man page Source code
print.hierNet.cv Man page Source code
print.hierNet.path Man page Source code
twonorm Source code

Files

src
src/hierNet.c
NAMESPACE
R
R/funcs.R
MD5
DESCRIPTION
man
man/predict.hierNet.Rd
man/hierNet.logistic.Rd
man/hierNet.cv.Rd
man/predict.hierNet.logistic.Rd
man/hierNet.path.Rd
man/hierNet-internal.Rd
man/hierNet.logistic.path.Rd
man/hierNet.Rd
man/hierNet.varimp.Rd
man/predict.hierNet.path.Rd
INDEX
hierNet documentation built on May 20, 2017, 4:45 a.m.

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