A deterministic forensic preprocessing framework with set-theoretic formalizations, four theorems on determinism and preservation, and empirical validation showing 100% output consistency on three network datasets.
ProvLink -IoT: A provenance model for link -layer forensic analysis in IoT networks,
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A Deterministic Forensic Preprocessing Framework for Heterogeneous Network Datasets: Formal Foundations, Implementation, and Empirical Validation
A deterministic forensic preprocessing framework with set-theoretic formalizations, four theorems on determinism and preservation, and empirical validation showing 100% output consistency on three network datasets.