Artificial Intelligence and Data Science in Healthcare Applications
暫譯: 醫療應用中的人工智慧與數據科學
Kumar, Ashwani, Srivastava, Gautam, Gupta, P. K.
- 出版商: CRC
- 出版日期: 2026-07-13
- 售價: $5,320
- 貴賓價: 9.5 折 $5,054
- 語言: 英文
- 頁數: 267
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1041062567
- ISBN-13: 9781041062561
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相關分類:
Machine Learning、Python
海外代購書籍(需單獨結帳)
商品描述
Artificial Intelligence and Data Science in Healthcare Applications provides a thorough in-depth examination of how AI and data science are transforming predictive analytics and outlier detection in every industry. With in-depth examinations of machine learning, neural networks, NLP, and ethics of AI, this book prepares readers with both theoretical principles and practical tools to create smart, scalable systems. Real-world healthcare, cybersecurity, and finance case studies exemplify real world applications, and tutorials with leading libraries serve as a starting point for implementation.
Features:
- Offers a broad overview of both foundational and advanced topics in artificial intelligence and data science, focusing particularly on their applications in prediction and detection.
- Addresses the ethical implications and social impact of artificial intelligence and data science, discussing topics such as algorithmic bias, privacy, and the ethical use of predictive technologies.
- Discusses enhanced deep learning model to detect lung diseases from Chest-Xray.
- Highlights lung cancer prediction using variational autoencoders and early stopping for neural network clustering and optimal tuning.
- Evaluates mental well-being through wearable sensors utilizing machine learning.
It will serve as an ideal text for senior undergraduates, graduate students, and academic researchers in electrical engineering, electronics and communications engineering, computer engineering, information technology, and biomedical engineering.
商品描述(中文翻譯)
《醫療應用中的人工智慧與數據科學》深入探討了人工智慧（AI）和數據科學如何改變各行各業的預測分析和異常檢測。書中詳細分析了機器學習、神經網絡、自然語言處理（NLP）以及人工智慧的倫理問題，為讀者提供理論原則和實用工具，以創建智能且可擴展的系統。真實世界的醫療、網絡安全和金融案例研究展示了實際應用，並且與領先的庫的教程作為實施的起點。
**特色：**
- 提供人工智慧和數據科學的基礎和進階主題的廣泛概述，特別關注其在預測和檢測中的應用。
- 討論人工智慧和數據科學的倫理影響和社會影響，涉及算法偏見、隱私以及預測技術的倫理使用等主題。
- 討論增強型深度學習模型以從胸部X光片中檢測肺部疾病。
- 突出使用變分自編碼器進行肺癌預測，並對神經網絡聚類和最佳調整進行早期停止。
- 通過可穿戴傳感器利用機器學習評估心理健康。
本書將成為電機工程、電子與通信工程、計算機工程、資訊科技及生物醫學工程的高年級本科生、研究生和學術研究者的理想教材。
作者簡介
Ashwani Kumar is working as a Professor, in the Department of Computer Science and Engineering, School of Engineering and Technology, at Bennett University, India. He has more than fourteen years of teaching and research experience. He has published more than seventy research papers in internationally reputed journals indexed in SCI/SCIE Web of Science and Scopus. His research area includes image security, watermarking techniques, multimedia applications, security and privacy, cryptography, and network security. He is also a lifetime member of professional societies like IEEE, ISTE, IACSIT, IAENG, and SDIWC.
Gautam Srivastava (Senior Member, IEEE) is currently a Professor of Computer Science at Brandon University, Brandon, Canada. In his 10-year academic career, he has published a total of 400 papers in high-impact conferences in many countries and high-status journals (SCI and SCIE). He is an Editor of several international scientific research journals, including IEEE Transactions on Industrial Informatics, IEEE Transactions on Computational Social Systems, and IEEE Internet of Things Journal.
P. K. Gupta is currently working as a Professor and academic coordinator, in the Department of Computer Science and Engineering, at Jaypee University of Information Technology (JUIT), Solan, India. He has more than twenty years of extensive experience in the IT industry and Academics in India and abroad. He has research experience in the Internet of Things, Artificial Intelligence, Cloud Computing, and Fog Computing. He has authored more than a hundred research papers in referred journals and international conferences. He is currently serving as a Life Member of the Computer Society of India (CSI), a Life member of the Indian Science Congress Association (ISCA), a Member of IEEE, a Professional member of ACM, a Senior member of IACSIT, and a Member of the Indian Society for Technical Education (ISTE).
Mohit Kumar is presently working as an Associate Professor in the Department of Computer Science & Engineering at Amity University Jharkhand, India. He has authored/ co-authored papers in reputed top-cited journals like IEEE Transaction in Industrial Informatics, IEEE Transaction on Network Science and Engineering, Journal of Information Science & Engineering, MDPI Sensors, Symmetry, Electronics, and many more with a cumulative impact factor of >50. His research interests include Wireless Sensor Networks, the Internet of Things, Data Science, Machine Learning, and Deep Learning.
作者簡介(中文翻譯)
Ashwani Kumar 目前擔任印度班尼特大學（Bennett University）工程與技術學院計算機科學與工程系的教授。他擁有超過十四年的教學和研究經驗，並在國際知名的SCI/SCIE Web of Science和Scopus索引的期刊上發表了超過七十篇研究論文。他的研究領域包括影像安全、水印技術、多媒體應用、安全與隱私、密碼學以及網路安全。他也是IEEE、ISTE、IACSIT、IAENG和SDIWC等專業學會的終身會員。
Gautam Srivastava（IEEE高級會員）目前是加拿大布蘭登大學（Brandon University）的計算機科學教授。在他的十年學術生涯中，他在多個國家的高影響力會議和高級期刊（SCI和SCIE）上發表了共計400篇論文。他是多本國際科學研究期刊的編輯，包括《IEEE工業資訊學報》（IEEE Transactions on Industrial Informatics）、《IEEE計算社會系統學報》（IEEE Transactions on Computational Social Systems）和《IEEE物聯網學報》（IEEE Internet of Things Journal）。
P. K. Gupta 目前擔任印度索蘭的賈伊佩大學（Jaypee University of Information Technology, JUIT）計算機科學與工程系的教授及學術協調員。他在印度及國外的IT產業和學術界擁有超過二十年的豐富經驗。他在物聯網、人工智慧、雲計算和霧計算方面具有研究經驗，並在同行評審的期刊和國際會議上發表了超過一百篇研究論文。他目前是印度計算機學會（CSI）的終身會員、印度科學大會協會（ISCA）的終身會員、IEEE會員、ACM專業會員、IACSIT高級會員，以及印度技術教育學會（ISTE）的會員。
Mohit Kumar 目前擔任印度賽米提大學（Amity University Jharkhand）計算機科學與工程系的副教授。他在多個知名高被引期刊上發表或共同發表了論文，如《IEEE工業資訊學報》（IEEE Transaction in Industrial Informatics）、《IEEE網路科學與工程學報》（IEEE Transaction on Network Science and Engineering）、《資訊科學與工程學報》（Journal of Information Science & Engineering）、MDPI Sensors、《對稱性》（Symmetry）、《電子學》（Electronics）等，累計影響因子超過50。他的研究興趣包括無線感測器網路、物聯網、數據科學、機器學習和深度學習。
