Quizzed article | REF: H5030 V1

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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Automatically translated using artificial intelligence technology (Note that only the original version is binding) > find out more.

    A  |  A

    6. Abbreviations

    DL Deep Learning 20, 21, 37

    IA Artificial Intelligence = Intelligence Artificielle. 3, 21, 37

    ML Machine Learning = automatic learning. 20, 21, 37

    RAI Responsible Artificial Intelligence. 5, 36

    REX Retour d'EXpérience. 36–38

    XAI eXplainable Artificial Intelligence. 4, 6, 36, 37

    F1 score, ROC and AUC

    F1 score, ROC, AUC are metrics used in object detection tasks in general, for the objective evaluation of algorithms:

    • the F1 score is the harmonic mean of precision and recall. Its highest possible value is 1.0 (perfect precision and recall), and its lowest possible value is 0, if precision or recall is zero;

    • ROC stands for Receiver Operating...

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