Penalized Likelihood Inference for GLMs

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Documentation for package ‘lqa’ version 1.0-3

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lqa-package Fitting GLMs based on penalized likelihood inference.
adaptive.lasso Adaptive Lasso Penalty
ao Approximated Octagon Penalty
bridge Bridge Penalty
cv.lqa Finding Optimal Tuning Parameter via Cross-Validation or Validation Data
cv.nng Finding Optimal Tuning Parameter via Cross-Validation or Validation Data for non-negative garrote penalization
enet Elastic Net Penalty
ForwardBoost Computation of the ForwardBoost Algorithm
fused.lasso Fused Lasso Penalty
GBlockBoost Computation of the GBlockBoost Algorithm or Componentwise Boosting
genet Generalized Elastic Net Penalty
get.Amat Computation of the approximated penalty matrix.
icb Improved Correlation-based Penalty
lasso Lasso Penalty
licb L1-Norm based Improved Correlation-based Penalty
lqa Fitting penalized Generalized Linear Models with the LQA algorithm
lqa.control Auxiliary for controlling lqa fitting
lqa.default Fitting penalized Generalized Linear Models with the LQA algorithm
lqa.formula Fitting penalized Generalized Linear Models with the LQA algorithm
lqa.update2 Fitting penalized Generalized Linear Models with the LQA algorithm
nng.update Finding Optimal Tuning Parameter via Cross-Validation or Validation Data for non-negative garrote penalization
nnls Finding Optimal Tuning Parameter via Cross-Validation or Validation Data for non-negative garrote penalization
nnls2 Finding Optimal Tuning Parameter via Cross-Validation or Validation Data for non-negative garrote penalization
oscar OSCAR Penalty
penalreg Correlation-based Penalty
penalty Penalty Objects
plot.lqa Coefficient build-ups for penalized GLMs
predict.lqa Prediction Method for lqa Fits
print.cv.lqa Finding Optimal Tuning Parameter via Cross-Validation or Validation Data
print.penalty Penalty Objects
print.pred.lqa Prediction Method for lqa Fits
print.summary.lqa Fitting penalized Generalized Linear Models with the LQA algorithm
ridge Ridge Penalty
scad The SCAD Penalty
summary.lqa Fitting penalized Generalized Linear Models with the LQA algorithm
weighted.fusion Weighted Fusion Penalty