UnixJunkie / orf

OCaml Random Forests
Other
8 stars 1 forks source link

extra trees #9

Open UnixJunkie opened 3 years ago

UnixJunkie commented 3 years ago

this is just a RF variant: at each node, a (feature, value) pair is select out of several random (feature, value) pairs. They don't train on a bootstrap from the training set, but on the whole dataset.

UnixJunkie commented 3 years ago
P. Geurts, D. Ernst., and L. Wehenkel, “Extremely randomized trees”, Machine Learning, 63(1), 3-42, 2006.
UnixJunkie commented 3 years ago

Should be way faster than training a RF. We'll see about the model performance though.