Sig-Lime: A Signal-Based Enhancement of Lime Explanation Technique
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...
Main Authors: | Talal Ali Ahmed Abdullah, Mohd Soperi Mohd Zahid, Ahmad F. Turki, Waleed Ali, Ahmad A. Jiman, Mohammed J. Abdulaal, Nebras M. Sobahi, Eyad T. Attar |
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Format: | Article |
Language: | English |
Published: |
IEEE
2024-01-01
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Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/10488390/ |
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