# Isotonic Distributional Regression (IDR)

## Documentation for package ‘isodistrreg’ version 0.6.0

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

isodistrreg-package | Isotonic distributional regression (IDR)
bscore | Brier score for forecast probability of threshold exceedance
cdf | Cumulative distribution function (CDF) of IDR or raw forecasts
cdf.data.frame | Cumulative distribution function (CDF) of IDR or raw forecasts
cdf.idr | Cumulative distribution function (CDF) of IDR or raw forecasts
crps | Continuous ranked probability score (CRPS)
crps.data.frame | Continuous ranked probability score (CRPS)
crps.idr | Continuous ranked probability score (CRPS)
dindexm | Distributional index model (DIM)
idr | Fit IDR to training data
idrbag | Compute IDR predictions with (su)bagging
isodistrreg | Isotonic distributional regression (IDR)
isotonic_regression | Isotonic mean regression
isotonic_regression_impl | Compute the isotonic regression for the mean for totally ordered covariates.
pit | Probability integral transform (PIT)
pit.data.frame | Probability integral transform (PIT)
pit.idr | Probability integral transform (PIT)
plain_survival_isotonic_distributional_regression | 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_threshold | 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.
plot.idr | Plot IDR predictions
predict.dindexfit | Predict method for distributional index model (DIM)
predict.idrfit | Predict method for IDR fits
qpred | Quantile function of IDR or raw forecasts
qpred.data.frame | Quantile function of IDR or raw forecasts
qpred.idr | Quantile function of IDR or raw forecasts
qscore | Quantile scores for IDR or raw forecasts
rain | Frankfurt airport precipitation data
survival_isotonic_distributional_regression_threshold | Compute an isotonic regression of a probability given by Kaplan-Meier estimators (= one threshold of S-IDR).
warn_once | Helper to warn once per session Warn only once per session