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Concept
Predictive Process Coverage
An important and often overlooked aspect of explanation quality is the part of the prediction process covered by an explanation.
The level of coverage may be an artifact of explainability techniques used: provenance-based approaches tend to provide more coverage, while example-driven approaches, may provide little to no coverage.
Higher coverage, while in general a positive aspect, should always be considered in combination with the target use and audience of the produced explanations.
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Updated 2022-06-24
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Data Science