Package: piRF
Title: Prediction Intervals for Random Forests
Version: 0.1.0
Date: 2020-04-17
Authors@R: 
    c(person(given = "Chancellor",
	     family = "Johnstone",
	     role = c("cre", "aut", "cph"),
	     email = "chancellor.johnstone@gmail.com"),
      person(given = "Haozhe",
	     family = "Zhang",
	     role = c("aut", "cph"),
	     email = "haozhe.stat@gmail.com"),
      person(given = "Martin",
	     family = "Wright",
	     role = c("ctb", "cph"),
	     email = "cran@wrig.de"),
      person(given = "Gregor",
	     family = "DeCillia",
	     role = c("ctb", "cph")))
Maintainer: Chancellor Johnstone <chancellor.johnstone@gmail.com>
Description: Implements multiple state-of-the-art prediction interval methodologies for random forests. 
	These include: quantile regression intervals, out-of-bag intervals, bag-of-observations intervals, 
	one-step boosted random forest intervals, bias-corrected intervals, high-density intervals, and 
	split-conformal intervals. The implementations include a combination of novel adjustments to the 
	original random forest methodology and novel prediction interval methodologies. All of these 
	methodologies can be utilized using solely this package, rather than a collection of separate 
	packages. Currently, only regression trees are supported. Also capable of handling high dimensional data. 
	Roy, Marie-Helene and Larocque, Denis (2019) <doi:10.1177/0962280219829885>.
	Ghosal, Indrayudh and Hooker, Giles (2018) <arXiv:1803.08000>.
	Zhu, Lin and Lu, Jiaxin and Chen, Yihong (2019) <arXiv:1905.10101>.
	Zhang, Haozhe and Zimmerman, Joshua and Nettleton, Dan and Nordman, Daniel J. (2019) <doi:10.1080/00031305.2019.1585288>.
	Meinshausen, Nicolai (2006) <http://www.jmlr.org/papers/volume7/meinshausen06a/meinshausen06a.pdf>.
	Romano, Yaniv and Patterson, Evan and Candes, Emmanuel (2019) <arXiv:1905.03222>.
	Tung, Nguyen Thanh and Huang, Joshua Zhexue and Nguyen, Thuy Thi and Khan, Imran (2014) <doi:10.13140/2.1.2500.8002>.
License: GPL-3
Encoding: UTF-8
Depends: R (>= 2.10)
Suggests: testthat, devtools, foreach, doParallel, hdrcde, rfinterval,
        ranger
URL: http://github.com/chancejohnstone/piRF
LazyData: true
RoxygenNote: 7.0.2
Imports: Rdpack
RdMacros: Rdpack
NeedsCompilation: no
Packaged: 2020-05-09 00:05:56 UTC; thechanceyman
Author: Chancellor Johnstone [cre, aut, cph],
  Haozhe Zhang [aut, cph],
  Martin Wright [ctb, cph],
  Gregor DeCillia [ctb, cph]
Repository: CRAN
Date/Publication: 2020-05-12 09:50:02 UTC
Built: R 4.2.0; ; 2022-04-26 19:05:21 UTC; unix
