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)