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足够多的私人输入的安全聚合
Thijs Veugen1,2, Gabriele Spini3, Frank Muller1
1Unit ICT, Strategy and Policy, TNO, The Hague, Netherlands.
Frontiers in big data
|September 26, 2025
概括
本研究引入了一种安全的聚合协议,通过最小配额系统确保输入匿名性. 高效的加密方法提高了网络威胁情报 (CTI) 应用程序的数据安全性.
科学领域:
- 密码学和信息安全信息安全
- 网络安全 网络安全
- 分布式系统 分布式系统
背景情况:
- 分布式数据的安全聚合至关重要,但具有挑战性.
- 现有的方法往往缺乏强大的匿名性保证.
- 网络威胁情报 (CTI) 需要安全和私密的数据共享.
研究的目的:
- 设计和实施一个高效的加密协议,用于安全和匿名的聚合.
- 通过在结果公布之前实施最低配额制度来确保输入隐私.
- 为了证明该协议在CTI领域的适用性.
主要方法:
- 开发一种高效的加密协议,用于安全聚合.
- 实施最低配额机制以保证匿名性.
- 在模拟的CTI环境中测试协议的性能和安全性.
主要成果:
- 该协议成功实现了分布式输入的安全和匿名聚合.
- 性能基准显示每秒三次安全聚合,每次有20个输入.
- 展示了可扩展性,在100个合作伙伴的CTI社区中,一夜之间可能有10,000个聚合.
结论:
- 拟议的协议为安全和匿名数据聚合提供了一个有效的解决方案.
- 最小配额制度有效地提高了输入隐私.
- 该协议非常适合在CTI和其他需要安全数据融合的领域的实际应用.
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