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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>.

Functions (11)

barplot.ciu

Barplot CIU explanation for specific instance

ciu-package

ciu: Contextual Importance and Utility

ciu.blackbox.new

Create CIU.BlackBox object

ciu.new

Create CIU object

ciu.relative

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

ciu.result.new

CIU result object

explain

Calculate CIU for specific instance

ggplot.col.ciu

ggplot2 "col" plot CIU explanation for specific instance

pie.ciu

Pie Chart CIU explanation for specific instance

plot.ciu

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

plot.ciu.3D

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

ciu

Contextual Importance and Utility

v0.1.0

MIT + file LICENSE

Authors

Kary Främling

Initial release

ciu

Functions (11)

ciu

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