TBC.

  • What is boosting?
  • Three kind of views
    • Reweighting samples: AdaBoost
    • Additive modeling: Forward Stagewise Algorithm
    • Numerical optimization: Gradient Boosting
  • Relations between such views
    • AdaBoost and Forward Stagewise Algorithm
    • Forward Stagewise Algorithm and Gradient Boosting
  • Other issues
    • Loss functions and robustness
    • Second-order gradient

References