Package: ciu 0.6.0
Kary Främling
ciu: Contextual Importance and Utility
Implementation of the Contextual Importance and Utility (CIU) concepts for Explainable AI (XAI). A recent description of CIU can be found in e.g. Främling (2020) <arxiv:2009.13996>.
Authors:
ciu_0.6.0.tar.gz
ciu_0.6.0.tar.gz(r-4.5-noble)ciu_0.6.0.tar.gz(r-4.4-noble)
ciu_0.6.0.tgz(r-4.4-emscripten)ciu_0.6.0.tgz(r-4.3-emscripten)
ciu.pdf |ciu.html✨
ciu/json (API)
NEWS
| # Install 'ciu' in R: |
| install.packages('ciu', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 2 years agofrom:259806b22d. Checks:OK: 1 NOTE: 1. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Dec 04 2024 |
| R-4.5-linux | NOTE | Dec 04 2024 |
Exports:ciuciu.barplotciu.explainciu.ggplotciu.ggplot.colciu.list.to.frameciu.meta.explainciu.meta.result.newciu.newciu.pieciu.plotciu.plot.3Dciu.relativeciu.result.newciu.textualciu.to.CIU
Dependencies:clicolorspacecrayonfansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcpprlangscalestibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| ciu: Contextual Importance and Utility | ciu-package _PACKAGE |
| Create 'ciu' object. | ciu |
| ciu.barplot | ciu.barplot |
| Create CIU.BlackBox object | ciu.blackbox.new |
| Calculate CIU for specific instance | ciu.explain |
| ciu.ggplot | ciu.ggplot |
| CIU feature importance/utility plot using ggplot. | ciu.ggplot.col |
| ciu.list.to.frame | ciu.list.to.frame |
| ciu.meta.explain | ciu.meta.explain |
| CIU meta-result object | ciu.meta.result.new |
| Create CIU object | ciu.new |
| ciu.pie | ciu.pie |
| ciu.plot | ciu.plot |
| ciu.plot.3D | ciu.plot.3D |
| Calculate CIU of a sub-concept/input relative to an intermediate concept (or output). | ciu.relative |
| CIU result object | ciu.result.new |
| Give textual CIU explanation | ciu.textual |
| Create 'CIU' object from 'ciu' object. | ciu.to.CIU |