Algorithms for Data and Computation Privacy
暫譯: 數據與計算隱私的演算法

Liu, Alex X., Li, Rui

  • 出版商: Springer
  • 出版日期: 2021-11-30
  • 售價: $6,540
  • 貴賓價: 9.5$6,213
  • 語言: 英文
  • 頁數: 424
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 303058898X
  • ISBN-13: 9783030588984
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book introduces the state-of-the-art algorithms for data and computation privacy. It mainly focuses on searchable symmetric encryption algorithms and privacy preserving multi-party computation algorithms. This book also introduces algorithms for breaking privacy, and gives intuition on how to design algorithm to counter privacy attacks. Some well-designed differential privacy algorithms are also included in this book.

Driven by lower cost, higher reliability, better performance, and faster deployment, data and computing services are increasingly outsourced to clouds. In this computing paradigm, one often has to store privacy sensitive data at parties, that cannot fully trust and perform privacy sensitive computation with parties that again cannot fully trust. For both scenarios, preserving data privacy and computation privacy is extremely important. After the Facebook-Cambridge Analytical data scandal and the implementation of the General Data Protection Regulation by European Union, users are becoming more privacy aware and more concerned with their privacy in this digital world.

This book targets database engineers, cloud computing engineers and researchers working in this field. Advanced-level students studying computer science and electrical engineering will also find this book useful as a reference or secondary text.

商品描述(中文翻譯)

本書介紹了數據和計算隱私的最先進算法。主要聚焦於可搜尋的對稱加密算法和隱私保護的多方計算算法。本書還介紹了破壞隱私的算法,並提供了設計對抗隱私攻擊算法的直覺。一些設計良好的差分隱私算法也包含在本書中。

由於成本降低、可靠性提高、性能更佳以及部署速度更快,數據和計算服務越來越多地外包給雲端。在這種計算範式中,經常需要將隱私敏感數據存儲在無法完全信任的各方,並與同樣無法完全信任的各方進行隱私敏感的計算。在這兩種情況下,保護數據隱私和計算隱私是極其重要的。在Facebook-劍橋分析數據醜聞和歐盟實施通用數據保護條例(GDPR)之後,用戶對隱私的意識越來越高,對於在這個數位世界中的隱私也越來越關注。

本書的目標讀者是數據庫工程師、雲計算工程師以及在此領域工作的研究人員。學習計算機科學和電機工程的高級學生也會發現本書作為參考或輔助教材非常有用。