Package: ConformalSmallest 1.0
ConformalSmallest: Efficient Tuning-Free Conformal Prediction
An implementation of efficiency first conformal prediction (EFCP) and validity first conformal prediction (VFCP) that demonstrates both validity (coverage guarantee) and efficiency (width guarantee). To learn how to use it, check the vignettes for a quick tutorial. The package is based on the work by Yang Y., Kuchibhotla A.,(2021) <arxiv:2104.13871>.
Authors:
ConformalSmallest_1.0.tar.gz
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ConformalSmallest.pdf |ConformalSmallest.html✨
ConformalSmallest/json (API)
# Install 'ConformalSmallest' in R: |
install.packages('ConformalSmallest', repos = c('https://elsa-yang98.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/elsa-yang98/conformalsmallest/issues
- pois_n400_reps100 - Outcomes of an example for tuning-free conformalized quantile regression(CQR).
- ridge_linear_cov100_t3 - Outcomes of an example for tuning-free conformal prediction with ridge regression.
- ridge_linear_cov100_t5 - Outcomes of an example for tuning-free conformal prediction with ridge regression.
- ridge_linear_len100_t3 - Outcomes of an example for tuning-free conformal prediction with ridge regression.
- ridge_linear_len100_t5 - Outcomes of an example for tuning-free conformal prediction with ridge regression.
Last updated 3 years agofrom:a5b85b75e2. Checks:OK: 1 NOTE: 6. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 01 2024 |
R-4.5-win | NOTE | Nov 01 2024 |
R-4.5-linux | NOTE | Nov 01 2024 |
R-4.4-win | NOTE | Nov 01 2024 |
R-4.4-mac | NOTE | Nov 01 2024 |
R-4.3-win | NOTE | Nov 01 2024 |
R-4.3-mac | NOTE | Nov 01 2024 |
Exports:conf_CQR_conditionalconf_CQR_regconf_CQR_reg_conditionalcv.funefcp_cqrefcp_ridgeefcp.funginverse.funnaive.funstar.funvfcp_cqrvfcp_ridgevfcp.fun
Dependencies:codetoolsforeachglmnetiteratorslatticeMASSMatrixmvtnormquantregForestrandomForestRColorBrewerRcppRcppEigenshapesurvival
Example_tuning_free_CQR
Rendered fromExample-tuning_free_CQR.Rmd
usingknitr::rmarkdown
on Nov 01 2024.Last update: 2021-08-10
Started: 2021-08-10
Example_tuning_free_ridge_regression
Rendered fromExample-tuning_free_ridge_regression.Rmd
usingknitr::rmarkdown
on Nov 01 2024.Last update: 2021-08-10
Started: 2021-08-10