Sig-Lime: A Signal-Based Enhancement of Lime Explanation Technique

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...

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Bibliographic Details
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
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Deep learning
ECG signal
explanation
LIME
Sig-LIME
cardiac arrhythmia
Online Access:https://ieeexplore.ieee.org/document/10488390/

Internet

https://ieeexplore.ieee.org/document/10488390/

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