[R] Surprising randomForest Results
Liaw, Andy
andy_liaw at merck.com
Wed Oct 1 17:47:22 CEST 2008
If you read the help page for randomForest(), you would expect this
behavior...
In the "Value" section of that help page, it says:
predicted the predicted values of the input data based on
out-of-bag samples.
Andy
From: Rodney Barnett
>
> Is it expected that predict.randomForest() produces the
> response vector when
> given the same data frame as provided to randomForest()? See below.
>
> Thanks.
>
> Rodney
>
> > rf <- randomForest (Species ~ ., iris)
> > pc <- predict (rf, iris)
> > confusion (pc, iris$Species)
> true
> object setosa versicolor virginica
> setosa 50 0 0
> versicolor 0 50 0
> virginica 0 0 50
> attr(,"error")
> [1] 0
> > confusion (rf$predicted, iris$Species)
> true
> object setosa versicolor virginica
> setosa 50 0 0
> versicolor 0 47 3
> virginica 0 3 47
> attr(,"error")
> [1] 0.04
> > rf$confusion
> setosa versicolor virginica class.error
> setosa 50 0 0 0.00
> versicolor 0 47 3 0.06
> virginica 0 3 47 0.06
> >
>
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