Trusted Data: A New Framework for Identity and Data Sharing
暫譯: 可信數據:身份與數據共享的新框架
Hardjono, Thomas, Shrier, David L., Pentland, Alex
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相關主題
商品描述
How to create an Internet of Trusted Data in which insights from data can be extracted without collecting, holding, or revealing the underlying data.
Trusted Data describes a data architecture that places humans and their societal values at the center of the discussion. By involving people from all parts of the ecosystem of information, this new approach allows us to realize the benefits of data-driven algorithmic decision making while minimizing the risks and unintended consequences. It proposes a software architecture and legal framework for an Internet of Trusted Data that provides safe, secure access for everyone and protects against bias, unfairness, and other unintended effects. This approach addresses issues of data privacy, security, ownership, and trust by allowing insights to be extracted from data held by different people, companies, or governments without collecting, holding, or revealing the underlying data. The software architecture, called Open Algorithms, or OPAL, sends algorithms to databases rather than copying or sharing data. The data is protected by existing firewalls; only encrypted results are shared. Data never leaves its repository. A higher security architecture, ENIGMA, built on OPAL, is fully encrypted.
Contributors
Michiel Bakker, Yves-Alexandre de Montjoye, Daniel Greenwood, Thomas Hardjoni, Jake Kendall, Cameron Kerry, Bruno Lepri, Alexander Lipton, Takeo Nishikata, Alejandro Noriega-Campero, Nuria Oliver, Alex Pentland, David L. Shrier, Jacopo Staiano, Guy Zyskind
An MIT Connection Science and Engineering Book
商品描述(中文翻譯)
如何創建一個可信數據的互聯網,在這個互聯網中,可以從數據中提取見解,而無需收集、保存或揭示基礎數據。
可信數據描述了一種數據架構,將人類及其社會價值置於討論的中心。通過讓來自信息生態系統各個部分的人參與,這種新方法使我們能夠實現數據驅動的算法決策的好處,同時最小化風險和意外後果。它提出了一種可信數據互聯網的軟體架構和法律框架,為每個人提供安全、可靠的訪問,並防止偏見、不公平和其他意外影響。這種方法通過允許從不同人、公司或政府持有的數據中提取見解,而無需收集、保存或揭示基礎數據,來解決數據隱私、安全、所有權和信任等問題。這種名為開放算法(Open Algorithms,簡稱 OPAL)的軟體架構將算法發送到數據庫,而不是複製或共享數據。數據受到現有防火牆的保護;僅共享加密結果。數據從不離開其存儲庫。基於 OPAL 的更高安全架構 ENIGMA 完全加密。
貢獻者
Michiel Bakker, Yves-Alexandre de Montjoye, Daniel Greenwood, Thomas Hardjoni, Jake Kendall, Cameron Kerry, Bruno Lepri, Alexander Lipton, Takeo Nishikata, Alejandro Noriega-Campero, Nuria Oliver, Alex Pentland, David L. Shrier, Jacopo Staiano, Guy Zyskind
麻省理工學院連接科學與工程書籍