商品描述
Next-Gen Healthcare: AI-Powered Medical Innovations surveys how AI is transforming medicine from core methods to clinical deployment, emphasizing that technological power must be balanced with resilience, safety, and ethics. Part I covers the foundations of trustworthy medical AI, including adversarial defenses, cross-population generalization, optimized fine-tuning, interpretability for high-stakes decisions, and frontiers like quantum neural networks, ending with large language models focused on error detection, privacy, and patient safety. Part II applies AI methods to real-world domains: early Alzheimer's and dementia diagnosis, oncology via lymphoma response prediction, chronic disease management with diabetes stratification and retinopathy detection, and extensions into dermatology, obesity, and mental health. The book's introduce safeguards first, then generalizable and cutting-edge methods, ending with disease-focused AI applications. Its philosophy that safety underpins innovation and clinical impact, offering both a map of today's medical AI and a guide to future opportunities
商品描述(中文翻譯)
《下一代醫療保健：人工智慧驅動的醫療創新》探討了人工智慧如何從核心方法到臨床應用改變醫學，強調技術力量必須與韌性、安全性和倫理平衡。第一部分涵蓋了值得信賴的醫療人工智慧的基礎，包括對抗性防禦、跨族群泛化、優化微調、高風險決策的可解釋性，以及量子神經網絡等前沿技術，最後以專注於錯誤檢測、隱私和病人安全的大型語言模型作結。
第二部分將人工智慧方法應用於現實世界的領域：早期阿茲海默症和癡呆症的診斷、通過淋巴瘤反應預測的腫瘤學、糖尿病分層和視網膜病變檢測的慢性病管理，以及擴展到皮膚科、肥胖症和心理健康。這本書首先介紹安全措施，然後是可泛化和尖端的方法，最後以疾病為中心的人工智慧應用作結。其哲學認為安全是創新和臨床影響的基礎，提供了當前醫療人工智慧的地圖和未來機會的指導。
作者簡介
Nour Eldeen M. Khalifa received his B.Sc., M.Sc., and Ph.D. degree in 2006, 2009 and 2013 respectively, all from Cairo University, Faculty of Computers and Artificial Intelligence, Cairo, Egypt. He also had a Professional M.Sc. Degree in Cloud Computing in 2018. He authored/coauthored more than 50 publications and 4 edited books. He had more than 4000 citations. His name had been consecutively listed among Stanford University's top 2% of global scholars (2022-2023-2024). He had the Encouraging State Award (Egypt) in the Field of Engineering Science in 2024. He maintained significant editorial responsibilities as a board member for the Journal of World Science, Medical Data Mining journal, Academic Editor for PLOS One Journal, and reviewer for multiple international journals. Currently, he is an associate professor at Faculty of Computers and Artificial Intelligence, Cairo University. His research interests include wireless sensor networks, cryptography, multimedia, network security, machine, and deep learning. Mohamed Hamed N. Taha received the B.Sc., M.Sc., and Ph.D. degrees from the Faculty of Computers and Artificial Intelligence, Cairo University, in 2006, 2009, and 2013, respectively. He has been an Associate Professor with the Information Technology Department, Faculty of Computers and Artificial Intelligence, Cairo University, since 2016. He is a Reviewer of the IEEE internet of things journal. Deep learning, machine learning, the Internet of Things, wireless sensor networks, and blockchain are his research interests.
作者簡介(中文翻譯)
Nour Eldeen M. Khalifa於2006年、2009年和2013年分別獲得開羅大學計算機與人工智慧學院的學士、碩士和博士學位。他於2018年獲得雲計算的專業碩士學位。他是50多篇出版物和4本編輯書籍的作者/合著者，引用次數超過4000次。他的名字連續被列入史丹佛大學全球前2%的學者名單（2022-2023-2024）。他於2024年獲得埃及工程科學領域的鼓勵國家獎。他在《世界科學期刊》、《醫療數據挖掘期刊》擔任編輯委員會成員，並擔任PLOS One期刊的學術編輯，以及多個國際期刊的審稿人。目前，他是開羅大學計算機與人工智慧學院的副教授。他的研究興趣包括無線感測器網路、密碼學、多媒體、網路安全、機器學習和深度學習。 Mohamed Hamed N. Taha於2006年、2009年和2013年分別獲得開羅大學計算機與人工智慧學院的學士、碩士和博士學位。自2016年以來，他一直擔任開羅大學計算機與人工智慧學院資訊科技系的副教授。他是IEEE物聯網期刊的審稿人。他的研究興趣包括深度學習、機器學習、物聯網、無線感測器網路和區塊鏈。
