Main families of explicability methods
Explainability in Artificial Intelligence; towards Responsible AI

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Main families of explicability methods


Explainability in Artificial Intelligence; towards Responsible AI

Authors : Daniel RACOCEANU, Mehdi OUNISSI, Yannick L. KERGOSIEN

Publication date: December 10, 2022, Review date: February 29, 2024 | Lire en français

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3. Main families of explicability methods

3.1 Properties of explicability methods

The methods described for explainability in AI are generally classified a priori according to a few properties that indicate to some extent their use cases. We report on the most common terminology.

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3.1.1 Local methods, global methods

Local methods are concerned with explaining the decision of an intelligent system for an individual case, i.e. for a particular input. We could call them punctual, but they often also concern an entire neighborhood of the...

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