Package: ciu 0.8
Kary Främling
ciu: Contextual Importance and Utility
Implementation of the Contextual Importance and Utility (CIU) concepts for Explainable AI (XAI). A description of CIU can be found in e.g. Främling (2020) <doi:10.1007/978-3-030-51924-7_4>.
Authors:
ciu_0.8.tar.gz
ciu_0.8.tar.gz(r-4.7-any)ciu_0.8.tar.gz(r-4.6-any)
ciu_0.8.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
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 from:566fe3816e. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 136 | ||
| source / vignettes | OK | 205 | ||
| linux-release-x86_64 | OK | 132 | ||
| wasm-release | OK | 101 |
Exports:ciuciu.barplotciu.contextual.influenceciu.contrastiveciu.explainciu.explain.long.data.frameciu.ggplotciu.ggplot.colciu.ggplot.contrastiveciu.list.to.frameciu.meta.explainciu.meta.result.newciu.newciu.pieciu.plotciu.plot.3Dciu.plots.beeswarmciu.relativeciu.result.newciu.textualciu.to.CIU
Dependencies:beeswarmclicpp11crayonfarverggbeeswarmggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerRcpprlangS7scalesvctrsviporviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| ciu: Contextual Importance and Utility | ciu-package |
| Create 'ciu' object. | ciu |
| ciu.barplot | ciu.barplot |
| Create CIU.BlackBox object | ciu.blackbox.new |
| Get Contextual influence values | ciu.contextual.influence |
| Create a contrastive explanation between two instances | ciu.contrastive |
| Calculate CIU for specific instance | ciu.explain |
| Produce CIU explanations as "long" data.frame | ciu.explain.long.data.frame |
| ciu.ggplot | ciu.ggplot |
| CIU feature importance/utility plot using ggplot. | ciu.ggplot.col |
| Create contrastive ggplot | ciu.ggplot.contrastive |
| 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 |
| Create beeswarm-type visualisation. | ciu.plots.beeswarm |
| 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 |