2026. A Multi-Dimensional Empirical Evaluation of k-Anonymity, Centralized and Local Differential Privacy, and Federated Learning for Personal Data Protection in Big Data Scenarios. Informatica. 50, 8 (Feb. 2026). DOI:https://doi.org/10.31449/inf.v50i8.12385.