Kalimuthu, N. 2026. Privacy-Preserving Technologies in Edge Analytics: Architectures, Mechanisms, and Performance Frontiers . International Journal of Artificial Intelligence, Data Science, and Machine Learning. 7, 1 (Jan. 2026), 29–33. DOI:https://doi.org/10.63282/3050-9262.IJAIDSML-V7I1P107.