Machine Unlearning: Principles, Methods, and Evolving Frontiers
暫譯: 機器遺忘：原則、方法與演進前沿

本書探討機器遺忘（machine unlearning），這是一個重要的人工智慧領域，旨在選擇性地從模型中移除已學習的數據。書中涵蓋了先進技術、實際案例研究以及倫理考量，如GDPR合規性，幫助讀者實施負責任的人工智慧系統，同時應對數據隱私和社會挑戰。

Bitan Misra is currently working as an assistant professor in the Department of Computer Science and Engineering, Techno International New Town, Kolkata, India. She received a B. Tech. and M. Tech. dual degree in electronics and telecommunication engineering from KIIT University, Bhubaneswar, India, in 2018. She received a Ph.D. in 2022 from the National Institute of Technology, Durgapur, India. She has published almost 40 research papers in various international journals and conferences and is the author of five books. Her main research interests include optimization techniques, deep learn-ing, evolutionary algorithms, and soft computing techniques. She has worked as a reviewer in several national and international journals and conferences. She is an associate editor of International Journal of Ambient Computing and Intelligence. She is a member of IEEE and Internet Society.

Sayan Chakraborty (senior member, IEEE) is cur-rently working as an assistant professor in the Department of Computer Science and Technology at JIS College of Engineering, Kalyani, West Bengal, India. He completed a Ph.D. in image registration from Sikkim Manipal University in 2023. He obtained an M. Tech. degree in computer sci-ence and engineering from JIS College of Engineering and obtained a B. Tech. degree from the same institution. He has over 12 years of academic experience. His research interests include digital image processing, nature-inspired algorithms, and machine learning. He has published 92 research papers in international journals, book chapters, and conference proceedings on topics including optimization, artificial intelligence, pattern recognition, and digital image processing. Dr. Chakraborty has authored and edited four books published by Springer, Academia Press, and CRC Press. He is currently serving as an associate editor of the International Journal of Ambient Computing and Intelligence and is an Editorial Board member of the International Journal of Rough Sets and Data Analysis.

Nilanjan Dey (senior member, IEEE) received B. Tech. and M. Tech. degrees in information technology from West Bengal Board of Technical University and a Ph.D. in electronics and telecommunication engineering from Jadavpur University, Kolkata, India, in 2005, 2011, and 2015. Currently, he is a professor with Techno International New Town, Kolkata, and a visiting fellow of the University of Reading, UK. He is the Editor-in-Chief of the International Journal of Ambient Computing and Intelligence, Associate Editor of IEEE Transactions on Technology and Society, and series Co-Editor of Springer Tracts in Nature-Inspired Computing and Data-Intensive Research and Advances in Ubiquitous Sensing Applications for Healthcare. He is on the Editorial Board of IEEE Data Descriptions. He is a fellow of Institution of Electronics and Telecommunication Engineers and member of Institution of Engineers and Internet Society.

Bitan Misra 目前在印度加爾各答的 Techno International New Town 計算機科學與工程系擔任助理教授。她於 2018 年在印度布巴內斯瓦爾的 KIIT 大學獲得電子與電信工程的雙學位 B. Tech. 和 M. Tech.。她於 2022 年在印度杜爾卡普爾的國立技術學院獲得博士學位。她在各種國際期刊和會議上發表了近 40 篇研究論文，並著有五本書籍。她的主要研究興趣包括優化技術、深度學習、進化算法和軟計算技術。她曾擔任多個國內外期刊和會議的審稿人。她是 International Journal of Ambient Computing and Intelligence 的副編輯。她是 IEEE 和 Internet Society 的成員。

Sayan Chakraborty（IEEE 高級會員）目前在印度西孟加拉邦的 JIS 工程學院計算機科學與技術系擔任助理教授。他於 2023 年在錫金馬尼普爾大學完成了影像配準的博士學位。他在同一機構獲得了計算機科學與工程的 M. Tech. 學位和 B. Tech. 學位。他擁有超過 12 年的學術經驗。他的研究興趣包括數位影像處理、自然啟發算法和機器學習。他在國際期刊、書籍章節和會議論文集中發表了 92 篇研究論文，主題涵蓋優化、人工智慧、模式識別和數位影像處理。Chakraborty 博士著作和編輯了四本由 Springer、Academia Press 和 CRC Press 出版的書籍。他目前擔任 International Journal of Ambient Computing and Intelligence 的副編輯，並是 International Journal of Rough Sets and Data Analysis 的編輯委員會成員。

Nilanjan Dey（IEEE 高級會員）於 2005 年、2011 年和 2015 年分別在西孟加拉技術大學獲得信息技術的 B. Tech. 和 M. Tech. 學位，以及在加爾各答的賈達夫普爾大學獲得電子與電信工程的博士學位。目前，他是 Techno International New Town 的教授，並擔任英國雷丁大學的訪問研究員。他是 International Journal of Ambient Computing and Intelligence 的主編，IEEE Transactions on Technology and Society 的副編輯，以及 Springer Tracts in Nature-Inspired Computing and Data-Intensive Research 和 Advances in Ubiquitous Sensing Applications for Healthcare 系列的共同編輯。他是 IEEE Data Descriptions 的編輯委員會成員。他是電子與電信工程師協會的院士，並且是工程師協會和 Internet Society 的成員。