Package: isodistrreg 0.2.0
isodistrreg: Isotonic Distributional Regression (IDR)
Distributional regression under stochastic order restrictions for numeric and binary response variables and partially ordered covariates. See Henzi, Ziegel, Gneiting (2021) <doi:10.1111/rssb.12450>.
Authors:
isodistrreg_0.2.0.tar.gz
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isodistrreg.pdf |isodistrreg.html✨
isodistrreg/json (API)
# Install 'isodistrreg' in R: |
install.packages('isodistrreg', repos = c('https://alexanderhenzi.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/alexanderhenzi/isodistrreg/issues
- rain - Frankfurt airport precipitation data
Last updated 1 years agofrom:cb1381cc6b. Checks:OK: 1 NOTE: 8. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 19 2024 |
R-4.5-win-x86_64 | NOTE | Nov 19 2024 |
R-4.5-linux-x86_64 | NOTE | Nov 19 2024 |
R-4.4-win-x86_64 | NOTE | Nov 19 2024 |
R-4.4-mac-x86_64 | NOTE | Nov 19 2024 |
R-4.4-mac-aarch64 | NOTE | Nov 19 2024 |
R-4.3-win-x86_64 | NOTE | Nov 19 2024 |
R-4.3-mac-x86_64 | NOTE | Nov 19 2024 |
R-4.3-mac-aarch64 | NOTE | Nov 19 2024 |
Exports:bscorecdfcrpsdindexmidridrbagosqpSettingspitqpredqscore
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Isotonic distributional regression (IDR) | isodistrreg-package |
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 |
Probability integral transform (PIT) | pit pit.data.frame pit.idr |
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 |