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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主要な著者:	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
フォーマット:	Artigo
言語:	Inglês
出版事項:	IEEE 2024-01-01
シリーズ:	IEEE Access
主題:	Deep learning ECG signal explanation LIME Sig-LIME cardiac arrhythmia
オンライン･アクセス:	https://ieeexplore.ieee.org/document/10488390/
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