Revolutionizing Healthcare 5.0: The Power of Generative AI: Advancements in Patient Care Through Generative AI Algorithms
暫譯: 顛覆醫療 5.0：生成式 AI 的力量：透過生成式 AI 演算法提升病患照護的進展
Bhattacharya, Pronaya, Liu, Haipeng, Dutta, Pushan Kumar
- 出版商: Springer
- 出版日期: 2025-02-19
- 售價: $6,400
- 貴賓價: 9.5 折 $6,080
- 語言: 英文
- 頁數: 472
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 303175770X
- ISBN-13: 9783031757709
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相關分類:
人工智慧、Algorithms-data-structures
海外代購書籍(需單獨結帳)
商品描述
This book serves as a critical resource that bridges the gap between burgeoning technology and its practical implementation. The book starts with an in-depth exploration of healthcare 5.0 principles, laying the foundation for the reader to understand the current shifts in healthcare paradigms. Then, it dives into the intricacies of generative models in healthcare, detailing how these algorithms work and the applications they serve. The book further delves into the subsets of generative machine learning and deep learning techniques in healthcare. As we move towards more complex applications, the book takes a turn to address the critical subject of interpretability and explainability in generative models, a topic that resonates profoundly given the life-critical nature of medical decisions. Finally, the book concludes with a robust discussion on the security and privacy concerns that accompany the deployment of GAI in real healthcare settings. By offering a multidimensional viewpoint--coupled with case studies, statistical analyses, and expert insights--the book ensures that the reader is left with a nuanced understanding of how GAI can be both a boon and a challenge in healthcare. As such, the proposed book serves as an indispensable resource for healthcare professionals, data scientists, researchers, and anyone invested in the future of healthcare and AI.
商品描述(中文翻譯)
本書作為一個關鍵資源，彌補了新興技術與其實際應用之間的鴻溝。書中首先深入探討了醫療 5.0 的原則，為讀者理解當前醫療範式的變化奠定基礎。接著，書中深入探討了醫療領域中的生成模型的複雜性，詳細說明了這些算法的運作方式及其應用。書中進一步探討了醫療領域中生成機器學習和深度學習技術的子集。隨著我們朝向更複雜的應用邁進，書中轉向討論生成模型中的可解釋性和可解釋性這一關鍵主題，這一主題在醫療決策的生命關鍵性質下引起了深刻的共鳴。最後，書中以對於在實際醫療環境中部署 GAI 所伴隨的安全性和隱私問題的深入討論作結。通過提供多維度的觀點，結合案例研究、統計分析和專家見解，本書確保讀者對 GAI 在醫療領域中既是福音又是挑戰的微妙理解。因此，本書作為醫療專業人士、數據科學家、研究人員以及任何關心醫療和人工智慧未來的人的不可或缺的資源。
作者簡介
Pronaya Bhattacharya received the Ph.D. degree from Dr. A. P. J. Abdul Kalam Technical University, Lucknow, Uttar Pradesh, India. He is currently an associate professor with the Computer Science and Engineering Department, Amity School of Engineering and Technology, Amity University, Kolkata, India. He has over ten years of teaching experience. He has authored or co-authored more than 130 research papers in leading SCI journals and top core IEEE COMSOC A* conferences. He is a recipient of nine Best Paper Awards from Springer ICRIC-2019, IEEE-ICIEM-2021, IEEE-ECAI-2021, Springer COMS2-2021, and IEEE-ICIEM-2022. He is a reviewer of 25 reputed SCI journals, such as IEEE Internet of Things Journal, IEEE Transactions on Industrial Informatics, IEEE Transactions of Vehicular Technology, IEEE Journal of Biomedical and Health Informatics, IEEE Access, IEEE Network, ETT (Wiley), IJCS (Wiley), MTAP (Springer), OSN (Elsevier), and WPC (Springer).
Haipeng Liu received his Bachelor and Master in Engineering degrees from Zhejiang University, China, in 2012 and 2015, respectively, and Doctor of Philosophy in Medical Sciences from the Chinese University of Hong Kong, in 2018. From 2019 to 2020, he was a research fellow with the Medical Technology Research Center, Anglia Ruskin University. Since 2020, he has been a research fellow with Coventry University, UK. He is the author of over 60 journal articles and 10 conference papers. His research interests include computational modelling of cardiovascular system, physiological measurement and biosignal processing, wearable nanosensor development and healthcare application, and AI-assisted diagnostics. He has a prolific profile with an H-index of 18 and i10-index of 26.
Dr. Pushan Kumar Dutta is an Assistant Professor Grade III at Amity University Kolkata, specializing in Electronics and Communication Engineering. With a Ph.D. in Electronics and Tele- Communication Engineering from Jadavpur University and Post Doctorate, Erasmus Mundus Scholar, European Union Leaders Program with full Scholarship, University of Oradea, 2015-2016, Dr. Dutta has established himself as a prominent researcher and educator in his field. His research interests span data mining, AI, edge computing, and predictive analytics, with a focus on applications in smart cities, healthcare, and sustainable development. Dr. Dutta's scholarly contributions include over 108 articles in Scopus-indexed journals and conferences, as well as numerous IEEE Xplore and Springer Lecture Notes publications. A prolific editor, Dr. Dutta has curated 30+ books for prestigious publishers in 2023-24 such as Springer, IET, Elsevier, Emerald Publishers, IGI Global, Bentham Publisher, River Publisher, Degruyter, apple academic press and Routledge and Taylor and Francis. He is managing a book series in CRC on Sustainable Industrial Engineering systems. This expertise has earned him recognition as a reviewer for leading academic publishers. Dr. Dutta's achievements include mentoring award-winning students, receiving the 'Mentor of Change' recognition from NITI Aayog and young faculty award, and delivering keynote speeches at international conferences. His commitment to innovative teaching and learning is evident through his copyrighted work titled 'Innovative Digital Teaching and Learning for Professional Readiness' and he has also published two Indian patents. He is a Threws Fellow member, a senior member at Indian Institute of Engineering(India) and participated to win an International White paper contest on Johnson Control.
Joel J. P. C. Rodrigues [S'01, M'06, SM'06, F'20] is a professor at the Federal University of Piauí (UFPI), Brazil, and senior researcher at the Instituto de Telecomunicações, Portugal. He received the Academic Title of Aggregated Professor in informatics engineering from UBI, the Habilitation in computer science and engineering from the University of Haute Alsace, France, a Ph.D. degree in informatics engineering and an M.Sc. degree from the UBI, and a five-year BSc degree (licentiate) in informatics engineering from the University of Coimbra, Portugal. His main research interests include IoT and sensor networks, e-health technologies vehicular communications, and mobile and ubiquitous computing.
He is the editor-in-chief of the International Journal on E-Health and Medical Communications and an editorial board member of several high-reputed journals (IEEE Network, IEEE Wireless Communications, IEEE IoT Journal, IEEE Open Journal of the Communications Society, etc.).
Gautam Sethi has cemented his reputation as a preeminent researcher in the fields of Pharmacology and Toxicology, with an array of accolades and distinctions recognizing his contributions. Notably, he was named the World's Most Highly Cited Researcher in these particular fields for both 2020 and 2021. His extraordinary contributions have been well-documented by the National University of Singapore (NUS), where he has also been lauded for his decade-long service. His achievements are buttressed by rigorous metrics and global rankings. He has also continuously featured in Stanford University's World's Top 2% Scientists List from 2020 onwards, which recognizes the most cited scientists in various disciplines, in the fields of oncology. He has been also bestowed with two of the highest Indian diasporic awards namely Hind Rattan award 2020 and Nav Rattan award 2023 by the NRI Welfare Society of India in recognition of his outstanding contributions and achievements in the field of pharmacology.
作者簡介(中文翻譯)
Pronaya Bhattacharya 於印度北方邦勒克瑙的 Dr. A. P. J. Abdul Kalam 技術大學獲得博士學位。他目前是印度加爾各答 Amity 大學工程與技術學院計算機科學與工程系的副教授，擁有超過十年的教學經驗。他在領先的 SCI 期刊和頂級核心 IEEE COMSOC A* 會議上發表或共同發表了超過 130 篇研究論文。他曾獲得九項最佳論文獎，包括 Springer ICRIC-2019、IEEE-ICIEM-2021、IEEE-ECAI-2021、Springer COMS2-2021 和 IEEE-ICIEM-2022。他是 25 本知名 SCI 期刊的審稿人，如 IEEE Internet of Things Journal、IEEE Transactions on Industrial Informatics、IEEE Transactions of Vehicular Technology、IEEE Journal of Biomedical and Health Informatics、IEEE Access、IEEE Network、ETT (Wiley)、IJCS (Wiley)、MTAP (Springer)、OSN (Elsevier) 和 WPC (Springer)。
Haipeng Liu 於 2012 年和 2015 年分別在中國浙江大學獲得工程學學士和碩士學位，並於 2018 年在香港中文大學獲得醫學科學博士學位。從 2019 年到 2020 年，他在安格利亞魯斯金大學的醫療技術研究中心擔任研究員。自 2020 年以來，他一直在英國考文垂大學擔任研究員。他是超過 60 篇期刊文章和 10 篇會議論文的作者。他的研究興趣包括心血管系統的計算建模、生理測量和生物信號處理、可穿戴納米傳感器的開發及其在醫療保健中的應用，以及 AI 輔助診斷。他的學術成就顯著，H 指數為 18，i10 指數為 26。
Pushan Kumar Dutta 博士是加爾各答 Amity 大學的三級助理教授，專攻電子與通信工程。他擁有來自 Jadavpur 大學的電子與電信工程博士學位，以及來自歐盟領導者計劃的 Erasmus Mundus 獎學金的博士後研究經歷（2015-2016，奧拉德亞大學）。Dutta 博士在其領域內已建立起顯著的研究者和教育者形象。他的研究興趣涵蓋數據挖掘、人工智慧、邊緣計算和預測分析，重點應用於智慧城市、醫療保健和可持續發展。Dutta 博士的學術貢獻包括在 Scopus 索引的期刊和會議上發表超過 108 篇文章，以及多篇 IEEE Xplore 和 Springer Lecture Notes 的出版物。作為一位多產的編輯，Dutta 博士在 2023-24 年間為多家知名出版社策劃了 30 本以上的書籍，如 Springer、IET、Elsevier、Emerald Publishers、IGI Global、Bentham Publisher、River Publisher、Degruyter、Apple Academic Press 和 Routledge & Taylor and Francis。他正在管理一個關於可持續工業工程系統的 CRC 書籍系列。這一專業知識使他獲得了知名學術出版社的審稿人認可。Dutta 博士的成就包括指導獲獎學生，獲得 NITI Aayog 的「變革導師」認可和青年教師獎，以及在國際會議上發表主題演講。他對創新教學和學習的承諾在其著作《專業準備的創新數位教學與學習》中得以體現，並且他還獲得了兩項印度專利。他是 Threws Fellow 成員，印度工程學院的高級會員，並參加了 Johnson Control 的國際白皮書比賽並獲勝。
Joel J. P. C. Rodrigues [S'01, M'06, SM'06, F'20] 是巴西皮奧伊聯邦大學 (UFPI) 的教授，並擔任葡萄牙電信研究所的高級研究員。他獲得了 UBI 的資訊工程學聚合教授學位、法國奧特阿爾薩斯大學的計算機科學與工程的資格認證、UBI 的資訊工程博士學位和碩士學位，以及葡萄牙科英布拉大學的五年資訊工程學士學位（學士）。他的主要研究興趣包括物聯網和傳感器網絡、電子健康技術、車輛通信以及移動和無處不在的計算。
他是《國際電子健康與醫療通信期刊》的主編，並擔任多本高知名度期刊的編輯委員會成員（如 IEEE Network、IEEE Wireless Communications、IEEE IoT Journal、IEEE Open Journal of the Communications Society 等）。
Gautam Sethi 在藥理學和毒理學領域樹立了卓越的研究者聲譽，獲得了多項獎項和榮譽以表彰他的貢獻。值得注意的是，他在 2020 年和 2021 年被評選為這些特定領域的全球最被引用研究者。他的卓越貢獻得到了新加坡國立大學 (NUS) 的充分記錄，並因其十年的服務而受到讚譽。他的成就得到了嚴謹的指標和全球排名的支持。自 2020 年以來，他還持續出現在斯坦福大學的全球前 2% 科學家名單中，該名單認可各學科中最被引用的科學家，特別是在腫瘤學領域。他還獲得了兩項最高的印度僑民獎項，即 2020 年的 Hind Rattan 獎和 2023 年的 Nav Rattan 獎，以表彰他在藥理學領域的卓越貢獻和成就。
