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 |