parsnip
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Supporting quantile regression with XGBoost
Feature
In situations when one wants to use R to do a quantile regression, the options available are fairly limited - the quantreg
package and quantregForests
are two.
On the other hand, since version 2.0.0, XGBoost also provides a quantile regression option, available in the R package as well.
- It would be useful in and off itself to provide an interface to this capability from
boost_tree
so that quantile regression with xgboost is available out of the box - The function
probably::int_conformal_quantile
it might also be useful to give an option to use the xgboost quantile regression or the quantreg rq function instead of regression forests.