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Author

Hamza Audi Giade

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Open access 2026

Improving Email Spam Detection Using Hybrid Naïve Bayes and Support Vector Machine Models

A low-overhead, CPU-bound Bootstrap Aggregated (Bagging) Ensemble architecture that fuses the probabilistic throughput of Multinomial Naïve Bayes with the high-dimensional geometric separation of Support Vector Machines (SVM).

Hamza Audi Giade, A. Tukur, Y. Chindo et al. · 0 citations
Open access 2026

A Data-Driven Approach to Anonymizing Customer Personal Information in Banking Systems for Privacy Preservation

The study demonstrates that increasing the k-anonymity level reduces re-identification risks while preserving data utility, and aims to provide a scalable and efficient solution for privacy preservation.

A. Tukur, Hamza Audi Giade, Danlami Mohammed et al. · 0 citations

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