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

Liu, Alex X., Li, Rui

Algorithms for Data and Computation Privacy
  • 出版商: Springer
  • 出版日期: 2020-11-29
  • 售價: $6,400
  • 貴賓價: 9.5 折 $6,080
  • 語言: 英文
  • 頁數: 404
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030588955
  • ISBN-13: 9783030588953
  • 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。

作者簡介

Alex Liu received his Ph.D. degree in Computer Science from The University of Texas at Austin in 2006, and is currently the Chief Scientist of Ant Financial, part of Alibaba Group. Before joining Ant Financial, he was a Professor of the Department of Computer Science and Engineering at Michigan State University. He received the IEEE & IFIP William C. Carter Award in 2004, a National Science Foundation CAREER award in 2009, the Michigan State University Withrow Distinguished Scholar (Junior) Award in 2011, and the Michigan State University Withrow Distinguished Scholar (Senior) Award in 2019. He has served as an Editor for IEEE/ACM Transactions on Networking, and he is currently an Associate Editor for IEEE Transactions on Dependable and Secure Computing, IEEE Transactions on Mobile Computing, and an Area Editor for Computer Communications. He has served as the TPC Co-Chair for ICNP 2014 and IFIP Networking 2019. He received Best Paper Awards from SECON-2018, ICNP-2012, SRDS-2012, and LISA-2010. His research interests focus on networking, security, and privacy. He is an IEEE Fellow and an ACM Distinguished Scientist.

Rui Li received his Ph.D. Degree in Computer Science from Hunan University in 2012. He is currently an Associate Professor of Dongguan University of Technology. He received the Outstanding Young Teacher Award of Hunan Province in 2009 and the Distinguished Young Teacher Award by Luanxiong Liu Funding in 2010. He received a core young teacher award of Hunan Province in 2015. His research interests are in cloud computing, sensor networks and security.

作者簡介(中文翻譯)

劉亞歷克斯於2006年在德克薩斯大學奧斯汀分校獲得計算機科學博士學位，目前是阿里巴巴集團旗下螞蟻金服的首席科學家。在加入螞蟻金服之前，他曾擔任密西根州立大學計算機科學與工程系的教授。他於2004年獲得IEEE與IFIP威廉·C·卡特獎，2009年獲得國家科學基金會CAREER獎，2011年獲得密西根州立大學威斯羅傑出學者（初級）獎，2019年獲得密西根州立大學威斯羅傑出學者（高級）獎。他曾擔任IEEE/ACM網絡交易的編輯，目前是IEEE可靠與安全計算交易、IEEE移動計算交易的副編輯，以及計算機通信的區域編輯。他曾擔任ICNP 2014和IFIP Networking 2019的TPC共同主席。他曾獲得SECON-2018、ICNP-2012、SRDS-2012和LISA-2010的最佳論文獎。他的研究興趣集中在網絡、安全和隱私方面。他是IEEE Fellow和ACM傑出科學家。

李瑞於2012年在湖南大學獲得計算機科學博士學位。目前是東莞理工學院的副教授。他於2009年獲得湖南省優秀青年教師獎，2010年獲得劉亂雄基金的傑出青年教師獎，並於2015年獲得湖南省核心青年教師獎。他的研究興趣包括雲計算、傳感器網絡和安全。

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