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rfinterval (version 1.0.0)

Predictive Inference for Random Forests

Description

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) : the out-of-bag prediction interval, the split conformal method, and the quantile regression forest.

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Install

install.packages('rfinterval')

Monthly Downloads

132

Version

1.0.0

License

GPL-3

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Maintainer

Haozhe Zhang

Last Published

July 18th, 2019

Functions in rfinterval (1.0.0)

rfinterval

Prediction Intervals for Random forests
sim_data

Simulate data
BeijingPM25

Beijing PM2.5 Air Pollution Data