June 10, 2016
1:19 p.m.
nicolas,
There is a good review on methods to do online random forests here:
https://arxiv.org/pdf/1302.4853.pdf
In fact, it turns out that the method of having a "window" of trees is not the best way to do. Usually the trees have to be grown in the same time data arrive, see
http://lrs.icg.tugraz.at/pubs/saffari_olcv_09.pdf
Adapting ensembles API to online learning seems hard work. But you can open a PR to discuss it.
Thanks a lot for the papers and info. I'll open PR at sometime and see what happens.. ty, isaak