[edit] Shrinkage
An important part of gradient boosting method is regularization by shrinkage which consists in modifying the update rule as follows:
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Ridge model : shrinkage
Ridge Regression and Principal Components
MSE of the parameters ...
 See also: Validation, Regression, Regularization, Residual, Overfitting
  
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