校准-两个可选的随机响应技术 (C-TORRT) 用于量化敏感变量信息的估计
Mojeed Abiodun Yunusa1, Ahmed Audu1,2, Umar Usman1
1Department of Statistics, Usmanu Danfodiyo University, Sokoto, Nigeria.
PloS one
|January 12, 2026
概括
新的校准两项可选随机响应技术 (C-TORRT) 提高了调查准确性和敏感数据的隐私. 这些先进的方法比现有的随机响应技术 (RRT) 提供了更好的效率和稳定性.
科学领域:
- 调查方法 调查方法
- 统计推理 统计推理
- 数据 隐私 数据 隐私 数据
背景情况:
- 由于受访者不情愿,难以准确估计敏感的定量变量.
- 现有的随机响应技术 (RRT) 往往缺乏效率和稳定性.
- 需要改进的方法来平衡隐私和数据准确性.
研究的目的:
- 提出新的校准两种可选随机响应技术 (C-TORRT).
- 通过使用辅助信息来提高估计准确性和受访者隐私.
- 评估C-TORRT模型的理论和实证性能.
主要方法:
- 开发新的C-TORRT模型,包括校准方法.
- 理论分析表明无偏见,减少差异和增强隐私.
- 使用模拟和现实数据 (学术记录) 进行经验验证.
主要成果:
- 与现有的RRT模型相比,C-TORRT模型显示差异明显较低,相对效率 (PRE) 百分比较高.
- 经验研究表明,在模拟人群和现实生活数据应用中,表现优越.
- 拟议的模型在效率和隐私保护之间实现了更好的平衡.
结论:
- 拟议的C-TORRT模型提供了卓越的效率,精度和隐私保护.
- 对于收集敏感的定量数据,C-TORRT提供了一个强大的替代方案.
- 这些发现提升了敏感属性估计的调查方法.
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