Profile Boosting Framework for Parametric Models
Extended Bayesian Information Criterion
Profile Boosting for Beta Regression
pboost: Profile Boosting Framework for Parametric Models
Profile Boosting Framework
Profile Boosting for Cox proportional hazards Model
Profile Boosting for Gaussian Graphical Model
Profile Boosting for Generalized Linear Models.
Profile Boosting for Linear Models.
Profile Boosting for Quantile Regression
A profile boosting framework for feature selection in parametric models. It offers a unified interface pboost() and several wrapped models, including linear model, generalized linear models, quantile regression, Cox proportional hazards model, beta regression. An S3 interface EBIC() is provided as the stopping rule for the profile boosting by default.
Useful links