On KronoDroid Android malware classifiers, SHAP proves the most informative explainability tool, while LIME, ELI5, and Random Forest weights produce mutually inconsistent feature rankings.
https://www.gdatasoftware.com/blog/2018/11/31255-cyber- attacks-on-android-devices-on-the-rise , 2018
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XAI and Android Malware Models
On KronoDroid Android malware classifiers, SHAP proves the most informative explainability tool, while LIME, ELI5, and Random Forest weights produce mutually inconsistent feature rankings.