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Decide which challenges from the literature review to work on #547

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cwmeijer opened this issue Apr 4, 2023 · 2 comments
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Decide which challenges from the literature review to work on #547

cwmeijer opened this issue Apr 4, 2023 · 2 comments
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@cwmeijer
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cwmeijer commented Apr 4, 2023

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@cwmeijer cwmeijer added the research research task label Apr 4, 2023
@elboyran
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elboyran commented Apr 13, 2023

We decided to focus on researching several of Content "Co-12 explanation quality properties" as defined in the systematic review paper, Table 2 on evaluating XAI, namely
Correctness, Consistency, Continuity and Contrastivity.
for the XAI methods supported in DIANNA using qualitative and mostly quantitative experiments with our synthetic datatsets.

For used evaluation methods for each property, see Table 3 of the above paper.
The issues created so far are aimed mostly at the Continuity property . See #443
Table 4 is useful for the quantitative experiment design per property.

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Left feedback in the Overleaf document.

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