Personalized Privacy Protection in Big Data
暫譯: 大數據中的個性化隱私保護

本書介紹了在當前大數據時代廣泛應用的數據隱私保護。然而，對於大數據隱私的研究仍處於起步階段。考慮到現有的保護方法可能導致數據效用低下和不平衡的權衡，個性化隱私保護已成為一個快速擴展的研究主題。在本書中，作者探討了新興威脅和現有的隱私保護方法，並詳細討論了個性化隱私保護的優缺點。傳統方法，如差分隱私（differential privacy）和密碼學（cryptography），採用比較和交叉的方法進行討論，並與新興方法如聯邦學習（federated learning）和生成對抗網絡（generative adversarial nets）進行對比。

所討論的進展涵蓋了各種應用，例如網絡物理系統（cyber-physical systems）、社交網絡（social networks）和基於位置的服務（location-based services）。考慮到其範疇，本書對科學家、政策制定者、研究人員和研究生均具有吸引力。

Youyang Qu received his B.S. degree in Mechanical Automation in 2012 and M.S. degree in Software Engineering in 2015 from Beijing Institute of Technology, respectively. He received his Ph.D. degree in Information Technology at School of Information Technology, Deakin University, in 2019. His research interests focus on dealing with security and customizable privacy issues in blockchain, social networks, machine learning, and IoT. He has over 30 publications on top journals and magazines such as IEEE IOTJ, IEEE TII, and IEEE wireless communication. He is active in communication society and has served as TPC Member for IEEE flagship conferences including IEEE ICC and IEEE Globecom. He is also Publicity Chair of SPDE 2020.

Mohammad Reza Nosouhi received his M.S. degree in Telecommunications Engineering from Isfahan University of Technology, Iran, in 2014. He is currently pursuing his Ph.D. degree in Information Technology with the School of Software, University of Technology Sydney, Sydney, Australia. He joined the Commonwealth Scientific and Industrial Research Organisation (Data61 unit) in 2018 as Visiting Scholar. He has won Australian Post Graduate Award Scholarship, funded by the Australian Federal Government in January 2017. He has published a couple of papers in the area of data security and privacy. His research interests include data security and privacy, applied cryptography, and AI applications in security.

Lei Cui received his B.S. degree of Electrical and Power Engineering in 2010 and Ph.D. degree of Electronic Science and Technology in 2019 from Taiyuan University of Technology, respectively. He is currently pursuing his second Ph.D. degree with the School of Information Technology, Deakin University, Australia. His research interests focus on dealing with security and privacy issues in IoT, social networks, and machine learning.

Shui Yu is currently Full Professor of School of Computer Science, University of Technology Sydney, Australia. His research interest includes security and privacy, networking, big data, and mathematical modelling. He has published two monographs and edited two books, more than 200 technical papers, including top journals and top conferences, such as IEEE TPDS, TC, TIFS, TMC, TKDE, TETC, ToN, and INFOCOM. He initiated the research field of networking for big data in 2013. His h-index is 41. He actively serves his research communities in various roles. He is currently serving the editorial boards of IEEE Communications Surveys and Tutorials, IEEE Communications Magazine, IEEE Internet of Things Journal, IEEE Communications Letters, IEEE Access, and IEEE Transactions on Computational Social Systems. He has served many international conferences as Member of organizing committee, such as publication chair for IEEE Globecom 2015, IEEE INFOCOM 2016 and 2017, TPC chair for IEEE Big Data Service 2015, and General Chair for ACSW 2017. He is Final Voting Member for a few NSF China programs in 2017. He is Senior Member of IEEE, Member of AAAS and ACM, Vice Chair of Technical Committee on Big Data of IEEE Communication Society, and Distinguished Lecturer of IEEE Communication Society.

Youyang Qu於2012年獲得北京理工大學機械自動化學士學位，並於2015年獲得該校軟體工程碩士學位。他於2019年在迪肯大學資訊科技學院獲得資訊科技博士學位。他的研究興趣集中在區塊鏈、社交網路、機器學習和物聯網中的安全性和可自訂隱私問題上。他在IEEE IOTJ、IEEE TII和IEEE無線通信等頂尖期刊和雜誌上發表了超過30篇論文。他活躍於通信社群，曾擔任IEEE ICC和IEEE Globecom等IEEE旗艦會議的程序委員會成員。他也是SPDE 2020的宣傳主席。

Mohammad Reza Nosouhi於2014年獲得伊朗伊斯法罕科技大學的電信工程碩士學位。他目前在澳大利亞悉尼科技大學的軟體學院攻讀資訊科技博士學位。他於2018年加入英聯邦科學與工業研究組織（Data61單位）擔任訪問學者。他於2017年1月獲得由澳大利亞聯邦政府資助的澳大利亞研究生獎學金。他在數據安全和隱私領域發表了幾篇論文。他的研究興趣包括數據安全和隱私、應用密碼學以及安全中的人工智慧應用。

Lei Cui於2010年獲得太原科技大學電氣與電力工程學士學位，並於2019年獲得電子科學與技術博士學位。他目前在澳大利亞迪肯大學資訊科技學院攻讀第二個博士學位。他的研究興趣集中在物聯網、社交網路和機器學習中的安全性和隱私問題上。

Shui Yu目前是澳大利亞悉尼科技大學計算機科學學院的全職教授。他的研究興趣包括安全性和隱私、網路、大數據和數學建模。他已出版兩本專著並編輯兩本書，發表了超過200篇技術論文，包括IEEE TPDS、TC、TIFS、TMC、TKDE、TETC、ToN和INFOCOM等頂尖期刊和會議。他於2013年啟動了大數據網路研究領域。他的h指數為41。他在各種角色中積極服務於研究社群。目前，他擔任IEEE Communications Surveys and Tutorials、IEEE Communications Magazine、IEEE Internet of Things Journal、IEEE Communications Letters、IEEE Access和IEEE Transactions on Computational Social Systems的編輯委員會成員。他曾擔任多個國際會議的組織委員會成員，如IEEE Globecom 2015、IEEE INFOCOM 2016和2017的出版主席，IEEE Big Data Service 2015的TPC主席，以及ACSW 2017的總主席。他是2017年幾個NSF中國計畫的最終投票成員。他是IEEE的資深會員，AAAS和ACM的會員，IEEE通信社會大數據技術委員會的副主席，以及IEEE通信社會的傑出講師。