2024
DOI: 10.1109/access.2024.3384277
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Sig-Lime: A Signal-Based Enhancement of Lime Explanation Technique

Talal Ali Ahmed Abdullah,
Mohd Soperi Mohd Zahid,
Ahmad F. Turki
et al.

Abstract: Interpreting machine learning models is facilitated by the widely employed locally interpretable model-agnostic explanation (LIME) technique. However, when extending LIME to signal data, its credibility falters due to perturbation techniques used to generate local datasets. These techniques disrupt temporal dependencies among features, leading to unrealistic data points and potentially misleading explanations. Additionally, LIME faces instability and local fidelity issues, limiting its suitability for real-wor… Show more

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