Package: isodistrreg 0.6.0

Bram van den Heuvel

isodistrreg: Isotonic Distributional Regression (IDR)

Distributional regression under stochastic order restrictions for numeric and binary response variables and partially ordered covariates, including right-censored responses via Survival-IDR. See Henzi, Ziegel, Gneiting (2021) <doi:10.1111/rssb.12450> and Bladt, Henzi, van den Heuvel, Ziegel (2026) <doi:10.48550/arXiv.2608.02914>.

Authors:Bram van den Heuvel [aut, cre], Alexander Henzi [aut], Martin Bladt [aut], Johanna Ziegel [ths]

isodistrreg_0.6.0.tar.gz
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isodistrreg_0.6.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
isodistrreg/json (API)

# Install 'isodistrreg' in R:

install.packages('isodistrreg', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/alexanderhenzi/isodistrreg/issues

Datasets:

rain - Frankfurt airport precipitation data

On CRAN:

rust cargo

2.46 score 29 scripts 388 downloads 1 mentions 13 exports 0 dependencies

Last updated from:e00d55c553. Checks:10 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	201
linux-devel-x86_64	OK	225
source / vignettes	OK	287
linux-release-arm64	OK	204
linux-release-x86_64	OK	208
windows-devel-arm64	OK	422
windows-devel-x86_64	OK	314
windows-release-arm64	OK	344
windows-release-x86_64	OK	289
wasm-release	OK	172

Exports:bscore cdf crps dindexm idr idrbag isotonic_regression pit plain_survival_isotonic_distributional_regression plain_survival_isotonic_distributional_regression_threshold qpred qscore survival_isotonic_distributional_regression_threshold

Dependencies:

IDR: arXiv preprint

Rendered fromIDR_arXiv_preprint.Rnwusingutils::Sweave

Last update: 2026-08-20
Started: 2021-03-22

Citation

Readme and manuals

Help Manual

Help page	Topics
Isotonic distributional regression (IDR)	isodistrreg-package isodistrreg
Brier score for forecast probability of threshold exceedance	bscore
Cumulative distribution function (CDF) of IDR or raw forecasts	cdf cdf.data.frame cdf.idr
Continuous ranked probability score (CRPS)	crps crps.data.frame crps.idr
Distributional index model (DIM)	dindexm
Fit IDR to training data	idr
Compute IDR predictions with (su)bagging	idrbag
Isotonic mean regression	isotonic_regression
Compute the isotonic regression for the mean for totally ordered covariates.	isotonic_regression_impl
Probability integral transform (PIT)	pit pit.data.frame pit.idr
Compute the plain survival IDR for totally ordered co-variates under the hazard rate order assumption for censored data. Note that the hazard rate order is needed for the method to be consistent, but that the returned solution likely doesn't satisfy this assumption.	plain_survival_isotonic_distributional_regression
Compute an isotonic regression of a probability given by Kaplan-Meier estimators (= one threshold of the plain survival IDR data). Note that this is the non-recursive version that is consistent only under the hazard rate order assumption.	plain_survival_isotonic_distributional_regression_threshold
Plot IDR predictions	plot.idr
Predict method for distributional index model (DIM)	predict.dindexfit
Predict method for IDR fits	predict.idrfit
Quantile function of IDR or raw forecasts	qpred qpred.data.frame qpred.idr
Quantile scores for IDR or raw forecasts	qscore
Frankfurt airport precipitation data	rain
Compute an isotonic regression of a probability given by Kaplan-Meier estimators (= one threshold of S-IDR).	survival_isotonic_distributional_regression_threshold
Helper to warn once per session Warn only once per session	warn_once

Package: isodistrreg 0.6.0

isodistrreg: Isotonic Distributional Regression (IDR)

Citation

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)