autoxgboost
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autocatboost
Did you consider in making (also) an autocatboost algorithm?
On their webpage they claim to be better regarding performance and runtime: https://catboost.yandex/
Would be interesting to compare this properly. Unfortunately it is not on CRAN yet.
I've read the catboost paper and really like their approach.
AFAIK they have a (marginally) better performance than xgboost and others but have a worse runtime (which makes sense due to their more complex algorithm).
I might switch over to a different gbm implementation in the future if it really has advantages.