This book explores one of the most critical and emerging fields in artificial intelligence, machine unlearning. As data privacy concerns grow and regulations like GDPR demand compliance, this book provides a comprehensive guide to selectively removing learned information from machine learning models without sacrificing performance or requiring complete retraining. Covering foundational principles, advanced algorithms, benchmarking tools, and real-world case studies in healthcare, finance, and social media, the book bridges the gap between theory and practice. It also addresses ethical, legal, and societal implications, offering insights into creating trustworthy AI systems. This book is an essential resource for understanding and implementing machine unlearning in the era of responsible AI. It is for researchers, AI practitioners, and professionals seeking to understand and implement machine unlearning for data privacy, ethical AI design, and regulatory compliance.
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Bitan Misra is currently working as an Assistant Professor, in Dept. of CSE, Techno International New Town, Kolkata, India. She received her B. Tech and M. Tech dual degree in Electronics and Telecommunication Engineering from KIIT University, Bhubaneswar, India in 2018. She received her Ph.D. in 2022 from National Institute of Technology, Durgapur, India. She has published almost 40 research papers in various international journals and conferences and is the author of 5 books. Her main research interests include optimization techniques, deep learning, 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, IGI Global. She is a member of IEEE and Internet Society.
Sayan Chakraborty is currently working as a Assistant Professor in the Department of Computer Science and Engineering at the Techno International New Town, West Bengal, India. He has completed his Ph.D. in Image registration from Sikkim Manipal University in the year 2023. He has completed M.Tech from Computer Science & Engineering, JIS College of Engineering. He also completed his B. Tech. from the same college. He has academic experience of 10 years. His research area includes digital image processing, nature inspired algorithms and machine learning. He has about 65 research papers published in international journals, book chapters and conferences on various topics such as optimization, artificial intelligence, pattern recognition and digital image processing. He has 1 book published in Springer. He is an Associate Editor of International Journal of Ambient Computing and Intelligence, IGI Global and Editorial Board member of International Journal of Rough Sets and Data Analysis (IJRSDA) , IGI Global. He is a senior member of IEEE.
Nilanjan Dey (Senior Member, IEEE) received the B.Tech. and M.Tech. in information technology from West Bengal Board of Technical University and the 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 (Springer Nature) and Advances in Ubiquitous Sensing Applications for Healthcare (Elsevier). He is also on the Editorial Board of IEEE Data Descriptions. He is a Fellow of IETE and member of IE, ISOC, etc.
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Zustand: New. 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 . Artikel-Nr. 3141600048
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