Re: [Scikit-learn-general] Random Forest Feature Importances Citation

2016-05-16 Thread Sebastian Raschka
I’d say the probably best summary (and discussion) can be found "Understanding variable importances in forests of randomized trees” by Gilles Louppe, Louis Wehenkel, Antonio Sutera and Pierre Geurts (with references to Breimans original proposed ideas) http://papers.nips.cc/paper/4928-understand

[Scikit-learn-general] Random Forest Feature Importances Citation

2016-05-16 Thread Gavin Gray
In the Scikit-Learn documentation the feature importances are described as coming from the relative depths features are used as decision nodes, averaged across trees in the forest. Does anyone know which paper discusses this method? Breiman's original paper seems to just talk about randomly permuti