> I'm basically looking to take pre-trained classifiers and allows you
> to combine the predicted probabilities in custom ways, like favoring
> some classifiers over others, etc.
>
> Not that RandomForests™ are not useful--they could be the building
> block classifiers in such a system.
>
> @Oliver's writeup would exactly solve my problem.

The code I pointed also handles the situation you describe. The trees
in the forest can have different number of classes (because of
bootstrapping) and that snippet of code remap them correctly. This
might help you to write your own system.

Gilles

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