Explainable digital forensics AI: Towards mitigating distrust in AI-based digital forensics analysis using interpretable models

نویسندگان

چکیده

The present level of skepticism expressed by courts, legal practitioners, and the general public over Artificial Intelligence (AI) based digital evidence extraction techniques has been observed, understandably so. Concerns have raised about closed-box AI models’ transparency their suitability for use in mining. While models are firmly rooted mathematical, statistical, computational theories, argument centered on explainability understandability, particularly terms how they arrive at certain conclusions. This paper examines issues with models; goals; methods explainability/interpretability. Most importantly, recommendations interpretable AI-based forensics (DF) investigation proposed.

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ژورنال

عنوان ژورنال: Forensic Science International: Digital Investigation

سال: 2022

ISSN: ['2666-2825', '2666-2817']

DOI: https://doi.org/10.1016/j.fsidi.2022.301403