4.4 GAM

• penalized likelihood maximization
  • no simple trick to produce an unpenalized glm whose likelihood is equivalent to the penalized likelihood of the GAM
  • penalized iteratively re-weighted least squares
  • The suggestion of representing GAMs using spline like penalized regression smoothers was made in section 9.3.6 of Hastie and Tibshirani (1990)