rfinterval: Predictive Inference for Random Forests

An integrated package for constructing random forest prediction intervals using a fast implementation package 'ranger'. This package can apply the following three methods described in Haozhe Zhang, Joshua Zimmerman, Dan Nettleton, and Daniel J. Nordman (2019) <doi:10.1080/00031305.2019.1585288>: the out-of-bag prediction interval, the split conformal method, and the quantile regression forest.

Getting started

Package details

AuthorHaozhe Zhang [aut, cre] (<https://orcid.org/0000-0002-7771-4808>)
MaintainerHaozhe Zhang <haozhe.stat@gmail.com>
LicenseGPL-3
Version1.0.0
URL http://github.com/haozhestat/rfinterval
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("rfinterval")

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rfinterval documentation built on July 18, 2019, 5:03 p.m.