Enhanced-Efficiency Randomized Response Model: A Simplified Framework
Abstract
The key challenge in advancing randomized response techniques lies in enhancing efficiency while ensuring simplicity and ease of implementation. This research presents a fresh randomized response framework that achieves comparable effectiveness with fewer randomization devices, simplifying its real-world deployment. Compared to Aboalkhair’s (2025) model that depend on two randomization tools, the suggested method delivers equivalent efficiency with only a single tool. The study evaluates the new model’s superiority over existing approaches and establishes a measure of privacy protection. Through theoretical analysis and numerical comparisons, the results demonstrate distinct efficiency benefit of the suggested model.
Published
2025-07-13
How to Cite
Ahmad M. Aboalkhair, El-Hosseiny, E.-E., Mohammad A. Zayed, Tamer Elbayoumi, Mohamed Ibrahim, & A. M. Elshehawey. (2025). Enhanced-Efficiency Randomized Response Model: A Simplified Framework. Statistics, Optimization & Information Computing. https://doi.org/10.19139/soic-2310-5070-2658
Issue
Section
Research Articles
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