ciu (version 0.8)

Contextual Importance and Utility

Description

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) .

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Version

Install

install.packages('ciu')

Monthly Downloads

352

Version

0.8

License

MIT + file LICENSE

Maintainer

Kary Frc3<a4>mling

Last Published

June 16th, 2025

Functions in ciu (0.8)

ciu.meta.result.new

CIU meta-result object

ciu.relative

Calculate CIU of a sub-concept/input relative to an intermediate concept (or output).

Create CIU object from ciu object.

ciu.textual

Give textual CIU explanation

ciu.ggplot.col

CIU feature importance/utility plot using ggplot.

ciu.blackbox.new

Create CIU.BlackBox object

ciu.contextual.influence

Get Contextual influence values

ciu-package

ciu: Contextual Importance and Utility

ciu

Create ciu object.

ciu.ggplot

ciu.explain.long.data.frame

Produce CIU explanations as "long" data.frame

ciu.contrastive

Create a contrastive explanation between two instances

ciu.barplot

ciu.explain

Calculate CIU for specific instance

ciu.ggplot.contrastive

Create contrastive ggplot

Create beeswarm-type visualisation.