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ciu (version 0.5.0)

Contextual Importance and Utility

Description

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) .

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Version

Install

install.packages('ciu')

Monthly Downloads

352

Version

0.5.0

License

MIT + file LICENSE

Maintainer

Kary Frc3<a4>mling

Last Published

June 30th, 2021

Functions in ciu (0.5.0)

barplot.ciu

Barplot CIU explanation for specific instance

ciu.meta.explain

ciu.blackbox.new

Create CIU.BlackBox object

ciu

Create ciu object.

ciu-package

ciu: Contextual Importance and Utility

ciu.meta.result.new

CIU meta-result object

ciu.ggplot.col

CIU feature importance/utility plot using ggplot.

ciu.barplot

ciu.textual

Give textual CIU explanation

ciu.new

Create CIU object

ciu.to.CIU

Create CIU object from ciu object.

ciu.plot

plot.ciu.3D

Plot output value as a function of two inputs for a specific instance

ciu.plot.3D

pie.ciu

Pie Chart CIU explanation for specific instance

explain

Calculate CIU for specific instance

ggplot.col.ciu

ggplot2 "col" plot CIU explanation for specific instance

ciu.pie

plot.ciu

Plot output value as a function of one input for a specific instance

ciu.relative

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

ciu.result.new

CIU result object

ciu.explain

Calculate CIU for specific instance

ciu.list.to.frame