Data Protection: The Wake of AI and Machine Learning (數據保護：人工智慧與機器學習的影響)
Hewage, Chaminda, Yasakethu, Lasith, Jayakody, Dushmantha Nalin K.
- 出版商: Springer
- 出版日期: 2025-01-26
- 售價: $7,720
- 貴賓價: 9.5 折 $7,334
- 語言: 英文
- 頁數: 325
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031764722
- ISBN-13: 9783031764721
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相關分類:
人工智慧、Machine Learning
尚未上市，無法訂購
相關主題
商品描述
This book provides a thorough and unique overview of the challenges, opportunities and solutions related with data protection in the age of AI and ML technologies. It investigates the interface of data protection and new technologies, emphasising the growing need to safeguard personal and confidential data from unauthorised access and change. The authors emphasize the crucial need of strong data protection regulations, focusing on the consequences of AI and ML breakthroughs for privacy and individual rights. This book emphasizes the multifarious aspect of data protection, which goes beyond technological solutions to include ethical, legislative and societal factors.
This book explores into the complexity of data protection in the age of AI and ML. It investigates how massive volumes of personal and sensitive data are utilized to train and develop AI models, demanding novel privacy-preserving strategies such as anonymization, differential privacy and federated learning. The duties and responsibilities of engineers, policy makers and ethicists in minimizing algorithmic bias and ensuring ethical AI use are carefully defined. Key developments, such as the influence of the European Union's General Data Protection Regulation (GDPR) and the EU AI Act on data protection procedures, are reviewed critically. This investigation focusses not only on the tactics used, but also on the problems and successes in creating a secure and ethical AI ecosystem. This book provides a comprehensive overview of the efforts to integrate data protection into AI innovation, including valuable perspectives on the effectiveness of these measures and the ongoing adjustments required to address the fluid nature of privacy concerns.
This book is a helpful resource for upper-undergraduate and graduate computer science students, as well as others interested in cybersecurity and data protection. Researchers in AI, ML, and data privacy as well as data protection officers, politicians, lawmakers and decision-makers will find this book useful as a reference.
商品描述(中文翻譯)
本書提供了對於在人工智慧（AI）和機器學習（ML）技術時代中，與數據保護相關的挑戰、機會和解決方案的全面且獨特的概述。它探討了數據保護與新技術之間的接口，強調了保護個人和機密數據免受未經授權訪問和更改的日益迫切需求。作者強調了強有力的數據保護法規的關鍵必要性，並聚焦於AI和ML突破對隱私和個人權利的影響。本書強調了數據保護的多面向，不僅限於技術解決方案，還包括倫理、立法和社會因素。
本書深入探討了在AI和ML時代中數據保護的複雜性。它研究了大量個人和敏感數據如何被用來訓練和開發AI模型，這要求採用新的隱私保護策略，如匿名化、差異隱私和聯邦學習。工程師、政策制定者和倫理學家在減少算法偏見和確保倫理AI使用方面的職責和責任被明確界定。關鍵發展，如歐盟的一般數據保護條例（GDPR）和歐盟AI法案對數據保護程序的影響，受到批判性評估。本研究不僅關注所使用的策略，還關注在創建安全和倫理的AI生態系統中所面臨的問題和成功。本書提供了將數據保護整合到AI創新中的努力的全面概述，包括對這些措施有效性和應對隱私問題流動性所需持續調整的寶貴見解。
本書是高年級本科生和研究生計算機科學學生以及其他對網絡安全和數據保護感興趣的讀者的有用資源。從事AI、ML和數據隱私研究的研究人員，以及數據保護官、政治家、立法者和決策者將會發現本書作為參考資料非常有用。
作者簡介
Dr. Chaminda Hewage is a Reader (Associate Professor) in Data Security in the Cardiff School of Technologies at Cardiff Metropolitan University, UK where he is also the Associate Dean Research for the school. He is the fFounding Director of the Cybersecurity and Information Networks Centre (CINC) at Cardiff Metropolitan University. He received a B.Sc. Engineering (First Class Honours Degree) in Electrical and Information Engineering from the Faculty of Engineering, University of Ruhuna (Sri Lanka) in 2004 and a Ph.D. in Multimedia Communications from the University of Surrey (UK) in 2009. He was awarded the Gold Medal for best performance in Engineering (2014) by the University of Ruhuna for his achievements in undergraduate studies at the General Convocation held in 2004. After graduation, he joined Sri Lanka Telecom PLC (Sri Lanka) as a Telecommunication Engineer (2004). In September 2005, he was awarded the Overseas Research Scholarships (ORS) scholarship by the Higher Education Funding Council of England (Universities UK) to pursue his Ph.D. at the University of Surrey, UK. Upon completion of his PhD, he works as a researcher at the University of Surrey, UK and Kingston University, London, UK. In 2015, he joined Cardiff Metropolitan University, UK as a Senior Lecturer in Networking and Cyber Security. In 2014, he received a Post-Graduate Certification in Higher Education (HE) Teaching and Learning from Kingston University - London. He is a Fellow of the Higher Education Academy (HEA), UK. He is a Senior member of the IEEE and Member of IET and the Chartered Institute of Information Security (CIISec).
Dr. Lasith Yasakethu is a Senior Lecturer in Department of Applied Electronics, Sri Lanka Technological Campus. He is currently serving as the Dean of Faculty of Technology. Dr. Yasakethu received his BSc. Engineering degree (First Class Hons.) in Electrical and Electronic Engineering from the University of Peradeniya, Sri Lanka, in 2007. He was awarded the prize for best performance in Electronic Communication Engineering by the University of Peradeniya for his achievements in undergraduate studies. After graduation, he joined Dialog Telecom (Pvt.) Ltd., Sri Lanka as a Core-Network Engineer (2007). In October 2007 he was awarded the Overseas Research Scholarships Award by the Higher Education Funding Council of England to pursue PhD at the University of Surrey, UK. After completing his PhD, he worked as a Research Engineer for Technicolor Research & Innovations (formerly known as THOMSON R&D), in Rennes, France (2010-2012). Dr. Yasakethu worked as a Research Fellow and a Senior Research Fellow at University of Surrey, UK and Kingston University, London, UK respectively (2012-2014). Afterwards, he worked as a Senior Lecturer at Department of Mechatronics, Faculty of Engineering, SAITM, Sri Lanka (2014-2016) and Department of Electrical and Electronic Engineering, Faculty of Engineering, University of Peradeniya, Sri Lanka (2016-2018). His area of expertise is 3D Video Communication, Perception and Cyber Security. Dr. Yasakethu has worked for several European Commission Framework Program-6 (FP6), and Framework Program-7 (FP7) and Horizon 2020 projects. He is a member of IEEE & an author/reviewer of several IEEE/IET journal/conference publications.
Prof. Dushantha Nalin Jayakody, is a Senior Member IEEE, Fellow, IET, and received the Ph. D. degree in Electronics and Communications Engineering, from the University College Dublin, Ireland in 2014. He received his MSc degree in Electronics and Communications Engineering from Eastern Mediterranean University, Turkey. He was ranked as the top 2% scientist in the world in 2021, 2022 and 2023 by the Stanford Elsevier list. In 2021, he received the Sri Lankan Presidential Award for his outstanding research performance among many other awards and recognitions. Since 2022, he is a Professor at the Lusófona University, Portugal. Since 2023, he is also with the Sri Lanka Institute of Information Technology, Sri Lanka. From 2019-2022, he served as the Dean, Faculty of Postgraduate Studies & Research at Sri Lanka Technological Campus, Sri Lanka, from 2021-2022 as the Director Postgraduate, Research and Impact at the Research at Sri Lanka Technological Campus, Sri Lanka. He is currently serving as the Vice Chair of IEEE ComSoc (Sri Lanka Chapter). He held visiting and/or sabbatical positions at the Center for Telecommunications Research, University of Sydney, Australia in 2015, and Texas A&M University in 2018, Qatar Foundation (HBKU). He was a visiting professor at the University of Jyvaskyla, Finland both in 2019 and 2022 within the framework of the Academy of Finland. He also served as a visiting professor at the University of Juiz de Fora in Brazil in 2019. From 2019-2022, he has been a SPARC Professor at the Department of Electronics and Communication Engineering, National Institute of Tiruchirappalli, India, within the framework of the Ministry of Human Resources in India. From 2014 - 2016, he was a Postdoc Research Fellow at University of Tartu, Estonia and University of Bergen, Norway. From 2016-2021, he was a Professor at the School of Computer Science & Robotics, National Research Tomsk Polytechnic University (TPU) Russia. From 2021-2022, he was with the Department of Engineering & Computer Science/Autonoma TechLab, Universidade Autónoma de Lisboa, Portugal. He has supervised over 8 PhD students and many master and over 50 undergraduate students and 5 Postdoc researchers. In his career, so far, he has attracted nearly 6M $ research funding from many international grant agencies and has published over 230 international peer reviewed journal and conference papers and books. Prof. Jayakody has received the best paper award from the ICCMIT in 2017 and International Conference on Emerging Technologies of Information and Communications (ETIC 2019), March 2019 and IRC 2023. He has received the Sri Lankan President's Award for Research Excellence in 2020. In July 2019, Prof. Jayakody received the Education Leadership Award from the World Academic Congress in 2019. In 2017 and 2018, he received the outstanding faculty award by National Research Tomsk Polytechnic University, Russia. He also received the Distinguished Researcher in Wireless Communications award in Chennai, India 2019. Prof. Jayakody received the Presidential Award for outstanding research performance in the year 2021. He also received "Best Publication Award" at the Sri Lanka Technological Campus, Sri Lanka in 2019 and 2020.
作者簡介(中文翻譯)
Dr. Chaminda Hewage 是英國卡迪夫城市大學卡迪夫科技學院的數據安全副教授（Reader），同時擔任該學院的研究副院長。他是卡迪夫城市大學網絡安全與信息網絡中心（CINC）的創始主任。他於2004年在斯里蘭卡魯哈納大學工程學院獲得電氣與信息工程的工學士學位（一級榮譽），並於2009年在英國薩里大學獲得多媒體通信的博士學位。他因在2004年舉行的畢業典禮上在本科學習中的優異表現而獲得魯哈納大學頒發的工程最佳表現金獎（2014）。畢業後，他於2004年加入斯里蘭卡電信公司（Sri Lanka Telecom PLC）擔任電信工程師。2005年9月，他獲得英國高等教育資助委員會（Universities UK）頒發的海外研究獎學金（ORS），以便在英國薩里大學攻讀博士學位。完成博士學位後，他在英國薩里大學和倫敦金斯頓大學擔任研究員。2015年，他加入英國卡迪夫城市大學，擔任網絡與網絡安全的高級講師。2014年，他獲得金斯頓大學的高等教育教學與學習研究生證書（HE）。他是英國高等教育學院（HEA）的院士，也是IEEE的高級會員及IET和特許信息安全學會（CIISec）的會員。
Dr. Lasith Yasakethu 是斯里蘭卡科技校區應用電子學系的高級講師，目前擔任技術學院院長。Yasakethu博士於2007年在斯里蘭卡佩拉德尼亞大學獲得電氣與電子工程的工學士學位（一級榮譽），並因在本科學習中的優異表現而獲得佩拉德尼亞大學頒發的電子通信工程最佳表現獎。畢業後，他於2007年加入斯里蘭卡Dialog Telecom（Pvt.）有限公司擔任核心網絡工程師。2007年10月，他獲得英國高等教育資助委員會頒發的海外研究獎學金，以便在英國薩里大學攻讀博士學位。完成博士學位後，他在法國雷恩的Technicolor Research & Innovations（前稱THOMSON R&D）擔任研究工程師（2010-2012）。Yasakethu博士曾在英國薩里大學和倫敦金斯頓大學擔任研究員和高級研究員（2012-2014）。之後，他在斯里蘭卡SAITM工程學院的機電一體化系（2014-2016）和斯里蘭卡佩拉德尼亞大學的電氣與電子工程系（2016-2018）擔任高級講師。他的專業領域包括3D視頻通信、感知和網絡安全。Yasakethu博士參與了多個歐洲委員會第六框架計劃（FP6）、第七框架計劃（FP7）和Horizon 2020項目。他是IEEE的會員，並且是多篇IEEE/IET期刊/會議出版物的作者和審稿人。
Dushantha Nalin Jayakody教授是IEEE的高級會員和IET的院士，於2014年在愛爾蘭都柏林大學學院獲得電子與通信工程的博士學位。他在土耳其東地中海大學獲得電子與通信工程的碩士學位。根據斯坦福Elsevier名單，他在2021年、2022年和2023年被評為全球前2%的科學家。2021年，他因在研究表現上的卓越成就獲得斯里蘭卡總統獎，並獲得多項其他獎項和榮譽。自2022年以來，他在葡萄牙盧索方大學擔任教授。自2023年起。
