Bayesian Generalized Linear Model
method = 'bayesglm'
Type: Regression, Classification
No Tuning Parameters
Boosted Generalized Linear Model
method = 'glmboost'
Type: Regression, Classification
Tuning Parameters: mstop
(# Boosting Iterations), prune
(AIC Prune?)
Generalized Additive Model using LOESS
method = 'gamLoess'
Type: Regression, Classification
Tuning Parameters: span
(Span), degree
(Degree)
Generalized Additive Model using Splines
method = 'gam'
Type: Regression, Classification
Tuning Parameters: select
(Feature Selection), method
(Method)
Generalized Additive Model using Splines
method = 'gamSpline'
Type: Regression, Classification
Tuning Parameters: df
(Degrees of Freedom)
Generalized Linear Model
method = 'glm'
Type: Regression, Classification
No Tuning Parameters
Generalized Linear Model with Stepwise Feature Selection
method = 'glmStepAIC'
Type: Regression, Classification
No Tuning Parameters
glmnet
method = 'glmnet'
Type: Regression, Classification
Tuning Parameters: alpha
(Mixing Percentage), lambda
(Regularization Parameter)