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.
Authors:
Iscores_1.2.0.tar.gz
Iscores_1.2.0.zip(r-4.7)Iscores_1.2.0.zip(r-4.6)Iscores_1.2.0.zip(r-4.5)
Iscores_1.2.0.tgz(r-4.6-any)Iscores_1.2.0.tgz(r-4.5-any)
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://krystynagrzesiak.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:79b5ab4d09. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 339 | ||
| source / vignettes | OK | 200 | ||
| linux-release-x86_64 | OK | 390 | ||
| macos-release-arm64 | OK | 237 | ||
| macos-oldrel-arm64 | OK | 247 | ||
| windows-devel | OK | 350 | ||
| windows-release | OK | 328 | ||
| windows-oldrel | OK | 238 | ||
| wasm-release | OK | 125 |
Exports:compare_IscoresDR_IScoreedistanceenergy_IScore
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 |
