Prune each tree in forest using a given complexity parameter.
Prunes each tree in the list forest$Trees according to the provided complexity parameter. Returns a new forest.
pruneForest(forest, cp)
forest
: A model returned by splineForest()cp
: The complexity parameter that will be used to prune each tree (see rpart package documentation for detailed description of complexity parameter)A new spline forest model (named list) where each tree has been pruned to the desired level.
print(avSize(forest)) print(avSize(pruneForest(forest, cp=0.007))) print(avSize(pruneForest(forest, cp=0.01)))
Useful links