在数据空间中安全交换资产的分散架构:SEDIMARK的案例
Erika Duriakova1, Diarmuid O'Reilly-Morgan1, Maroua Bahri2
1Insight Research Ireland Centre for Data Analytics, Beech Hill, University College Dublin, Belfield, Dublin 4, Ireland.
Data in brief
|July 17, 2025
概括
SEDIMARK为欧盟提供了一个安全的,分散的数据市场,使用户能够在本地控制和处理数据. 这个工具箱通过安全的交换和分散的机器学习来增强数据共享和货币化.
科学领域:
- 数据科学数据科学数据科学
- 计算机科学 计算机科学
- 信息安全 信息安全
背景情况:
- 欧盟的数据战略促进了数据流的单一市场,强调治理,隐私和保护.
- 现有的数据市场通常依赖于集中式服务器,对数据控制和安全构成风险.
研究的目的:
- 介绍SEDIMARK,这是一个开发完全分散和安全数据市场的项目.
- 为用户提供全面的工具箱,以安全地购买,处理和管理数据资产.
主要方法:
- 利用分布式账本技术 (DLT) 实现分散的连接.
- 实现连接器组件与自主主权身份 (SSI) 实现信任和安全的互动.
- 采用一个分散的,不变的注册表来存储交易.
主要成果:
- 一个安全的数据市场,使用户能够保持对其数据资产的本地控制.
- 一个具有数据清理,分散式机器学习和安全数据交换能力的工具箱.
- 通过可定制管道支持多样化的用户,促进协作和公平的数据访问.
结论:
- 通过其去中心化架构和集成技术,SEDIMARK确保了隐私,信任和数据质量.
- 该平台促进欧洲数据空间内的数据资产的安全管理,共享和货币化.
- SEDIMARK赋予用户完全的控制权,消除对中央服务器的依赖,并促进强大的数据经济.
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