Package: Iscores 1.2.0
Iscores: Proper Scoring Rules for Missing Value Imputation
Provides tools for evaluating and ranking missing value imputation methods using proper scoring rules. Implements the Energy-I-Score and the DR-I-Score for the assessment of deterministic, stochastic and multiple imputation methods for numerical and mixed datasets, following Näf et al. (2022) <doi:10.48550/arXiv.2106.03742> and Näf et al. (2025) <doi:10.48550/arXiv.2507.11297>.
Authors:
Iscores_1.2.0.tar.gz
Iscores_1.2.0.tar.gz(r-4.7-any)Iscores_1.2.0.tar.gz(r-4.6-any)
Iscores_1.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
Iscores/json (API)
| # Install 'Iscores' in R: |
| install.packages('Iscores', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/krystynagrzesiak/iscores/issues
Pkgdown/docs site:https://krystynagrzesiak.github.io
Last updated from:861592d82a. Checks:4 OK. Indexed: no.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 351 | ||
| source / vignettes | OK | 213 | ||
| linux-release-x86_64 | OK | 356 | ||
| wasm-release | OK | 130 |
Exports:compare_IscoresDR_IScoreedistanceenergy_IScoreexp_imputationmedian_mode_imputationnorm_imputationrandom_mcar_datarandom_mcar_mixed_data
Dependencies:bootenergyevaluategslhighrkernlabknitrlatticeMASSMatrixpbapplypbmcapplyrangerRcppRcppArmadilloRcppEigenscoringRulesxfunyaml
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Calculates IScores for multiple imputation functions | compare_Iscores |
| Compute the imputation KL-based scoring rules | DR_IScore |
| Energy distance | edistance |
| Calculates Imputation Score for imputation function | energy_IScore |
| Standard exponential imputation | exp_imputation |
| Median/mode imputation | median_mode_imputation |
| Standard normal imputation | norm_imputation |
| Generate random data with MCAR missing values | random_mcar_data |
| Generate random mixed data with MCAR missing values | random_mcar_mixed_data |
