Green Computing and Predictive Analytics for Healthcare
暫譯: 綠色計算與醫療預測分析
Banerjee, Sourav, Chakraborty, Chinmay, Dasgupta, Kousik
- 出版商: CRC
- 出版日期: 2020-12-11
- 售價: $5,230
- 貴賓價: 9.5 折 $4,969
- 語言: 英文
- 頁數: 190
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367322005
- ISBN-13: 9780367322007
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
Green Computing and Predictive Analytics for Healthcare excavates the rudimentary concepts of Green Computing, Big Data and the Internet of Things along with the latest research development in the domain of healthcare. It also covers various applications and case studies in the field of computer science with state-of-the-art tools and technologies. The rapid growth of the population is a challenging issue in maintaining and monitoring various experiences of quality of service in healthcare. The coherent usage of these limited resources in connection with optimum energy consumption has been becoming more important. The major healthcare nodes are gradually becoming Internet of Things-enabled, and sensors, work data and the involvement of networking are creating smart campuses and smart houses. The book includes chapters on the Internet of Things and Big Data technologies.
Features:
- Biomedical data monitoring under the Internet of Things
- Environment data sensing and analyzing
- Big data analytics and clustering
- Machine learning techniques for sudden cardiac death prediction
- Robust brain tissue segmentation
- Energy-efficient and green Internet of Things for healthcare applications
- Blockchain technology for the healthcare Internet of Things
- Advanced healthcare for domestic medical tourism system
- Edge computing for data analytics
This book on Green Computing and Predictive Analytics for Healthcare aims to promote and facilitate the exchange of research knowledge and findings across different disciplines on the design and investigation of healthcare data analytics. It can also be used as a textbook for a master's course in biomedical engineering. This book will also present new methods for medical data evaluation and the diagnosis of different diseases to improve quality-of-life in general and for better integration of Internet of Things into society.
Dr. Sourav Banerjee is an Assistant Professor at the Department of Computer Science and Engineering of Kalyani Government Engineering College, Kalyani, West Bengal, India. His research interests include Big Data, Cloud Computing, Distributed Computing and Mobile Communications.
Dr. Chinmay Chakraborty is an Assistant Professor at the Department of Electronics and Communication Engineering, Birla Institute of Technology, Mesra, India. His main research interests include the Internet of Medical Things, WBAN, Wireless Networks, Telemedicine, m-Health/e-Health and Medical Imaging.
Dr. Kousik Dasgupta is an Assistant Professor at the Department of Computer Science and Engineering, Kalyani Government Engineering College, India. His research interests include Computer Vision, AI/ML, Cloud Computing, Big Data and Security.
商品描述(中文翻譯)
《綠色計算與醫療預測分析》探討了綠色計算、大數據和物聯網的基本概念,以及在醫療領域的最新研究發展。書中還涵蓋了計算機科學領域的各種應用和案例研究,並使用最先進的工具和技術。人口的快速增長在維持和監控醫療服務質量方面是一個挑戰性問題。有效利用這些有限資源並與最佳能源消耗相結合變得越來越重要。主要的醫療節點逐漸變得具備物聯網功能,傳感器、工作數據和網絡的參與正在創造智能校園和智能住宅。該書包括有關物聯網和大數據技術的章節。
特點:
- 物聯網下的生物醫學數據監控
- 環境數據感知與分析
- 大數據分析與聚類
- 用於突發性心臟死亡預測的機器學習技術
- 穩健的腦組織分割
- 用於醫療應用的節能綠色物聯網
- 醫療物聯網的區塊鏈技術
- 針對國內醫療旅遊系統的先進醫療
- 用於數據分析的邊緣計算
本書《綠色計算與醫療預測分析》旨在促進和便利不同學科之間的研究知識和發現的交流,專注於醫療數據分析的設計和調查。它也可以作為生物醫學工程碩士課程的教科書。本書還將提出醫療數據評估和不同疾病診斷的新方法,以改善整體生活質量並更好地將物聯網整合進社會。
Dr. Sourav Banerjee是印度西孟加拉邦Kalyani政府工程學院計算機科學與工程系的助理教授。他的研究興趣包括大數據、雲計算、分佈式計算和移動通信。
Dr. Chinmay Chakraborty是印度Mesra的Birla科技學院電子與通信工程系的助理教授。他的主要研究興趣包括醫療物聯網、WBAN、無線網絡、遠程醫療、m-Health/e-Health和醫學影像。
Dr. Kousik Dasgupta是印度Kalyani政府工程學院計算機科學與工程系的助理教授。他的研究興趣包括計算機視覺、人工智慧/機器學習、雲計算、大數據和安全性。
作者簡介
Dr. Sourav Banerjee achieved Ph.D degree in Computer Science and Engineering from the University of Kalyani in 2017. He completed his B.E in Computer Science and Engineering in the year 2004 and M.Tech in Computer Science and Engineering in 2006. He is currently an Assistant Professor at Department of Computer Science and Engineering of Kalyani Government Engineering College at Kalyani, West Bengal, India. He has authored numerous reputed non-paid SCI journal articles, book chapters and International conferences. He has edited book on Green Cloud Computing. His research interests include Big Data, Blockchain, Cloud Computing, Green Cloud Computing, Cloud Robotics, Distributed Computing and Mobile Communications, IoT. He is a member of IEEE, ACM, IAE and MIR Labs as well. He is a SIG member of MIR Lab, USA. He is an Editorial board member of Wireless Communication Technology. He is the reviewer of IEEE Transactions on Cloud Computing, Wireless Personal Communications, Journal of Ambient Intelligence and Humanized Computing, Journal of Computer Science, Journal of Supercomputing, Future Internet, International Journal of Computers and Applications, Personal and Ubiquitous Computing, Innovations in Systems and Software Engineering, and a lot of International conferences. He is connected with various international events, like, Workshop on Security and Privacy in Distributed Ledger Technology (IEEE SP-DLT). A number of worldwide research scholars are attached with him.
Dr. Chinmay Chakraborty is a Senior Assistant Professor in the Dept. of Electronics and Communication Engineering, BIT Mesra. His primary areas of research include Wireless Body Area Network, Internet of Medical Things, Energy-Efficient Wireless Communications and Networking, Point-of-Care Diagnosis. Prior to BIT, he worked at the Faculty of Science and Technology, ICFAI University, Agartala, Tripura, India as a Sr. lecturer. He worked as a Research Consultant in the Coal India project at Industrial Engineering & Management, IIT Kharagpur. He worked as a project coordinator of Telecom Convergence Switch project under the Indo-US joint initiative. He has also worked as a Network Engineer in System Administration at MISPL under Gobal Tele service Ltd., India. He received his Ph.D. in Electronics & Communication from BIT Mesra, and Masters from G.S. Sanyal School of Telecommunication, IIT Kharagpur. He authored book "PSTN-IP Telephony Gateway for Ensuring QoS in Heterogeneous Networks" (2014), "Advanced Classification Techniques for Healthcare Analysis" (2019) and "Smart Medical Data Sensing and IoT Systems Design in Healthcare". He is an Editorial Board Member in the Journal of Wireless Communication Technology, Int. Journal of Telecomm. Engg. etc. and also a member of the International Advisory Board for Malaysia Technical Scientist Congress and the Machine Intelligence Research Labs. He is a guest editor of Future Internet journal special issue. He got Outstanding Researcher Award from TESFA, 2016, Global Peer Review Award from Publons 2018, and also got Young Faculty Award from VIFA 2018. He received young research excellence award, Global Peer Review Award, Young Faculty Award and Outstanding Researcher Award.
Dr. Kousik Dasgupta did his Bachelors of Engineering from Nagpur University and Masters from West Bengal University of Technology and Doctor of Philosophy in Engineering from the University of Kalyani. He has served Industry like ABB, L&T, Llyods Steel for three years in various capacity. Dr. Dasgupta is now Assistant Professor in the Department of C.S.E of Kalyani Government Engineering College. Apart from this, he has remained associated to University of Kalyani, IIIT Kalyani etc. as guest faculty from time to time. Dr. Dasgupta has been involved as the P.I. for several externally funded projects of AICTE and Technical Education and Department of Science and Technology, Govt. of West Bengal. He has co-authored three books and published about twenty-eight papers in various journals and conference proceedings, both international and national. Dr. Dasgupta is a Life Fellow of the OSI, ISTE, ACM and IEEE, Computer Society, USA, Associate Member and Charted Engineer [India] of the Institute of Engineers (India).
作者簡介(中文翻譯)
Dr. Sourav Banerjee於2017年在Kalyani大學獲得計算機科學與工程的博士學位。他於2004年完成計算機科學與工程的學士學位,並於2006年獲得計算機科學與工程的碩士學位。他目前是印度西孟加拉邦Kalyani政府工程學院計算機科學與工程系的助理教授。他撰寫了多篇著名的非付費SCI期刊文章、書籍章節和國際會議論文。他編輯了一本關於綠色雲計算的書籍。他的研究興趣包括大數據、區塊鏈、雲計算、綠色雲計算、雲機器人、分散式計算、行動通訊和物聯網(IoT)。他是IEEE、ACM、IAE和MIR Labs的成員,也是美國MIR Lab的SIG成員。他是《無線通訊技術》期刊的編輯委員會成員,並擔任《IEEE雲計算交易》、《無線個人通訊》、《環境智能與人性化計算期刊》、《計算機科學期刊》、《超級計算期刊》、《未來互聯網》、《國際計算機與應用期刊》、《個人與無處不在的計算》、《系統與軟體工程創新》等期刊的審稿人,並參與多個國際會議。他與多個國際活動有關聯,例如分散式帳本技術的安全與隱私研討會(IEEE SP-DLT)。許多全球研究學者與他有合作關係。
Dr. Chinmay Chakraborty是BIT Mesra電子與通訊工程系的高級助理教授。他的主要研究領域包括無線人體區域網路、醫療物聯網、能源高效無線通訊與網路、即時診斷。在BIT之前,他曾在印度特里普拉州阿加爾塔拉的ICFAI大學科學與技術學院擔任高級講師。他曾在印度卡哈爾古爾的IIT工業工程與管理部門擔任煤炭印度項目的研究顧問。他曾擔任印美聯合倡議下的電信融合交換機項目的項目協調員。他還曾在印度Gobal Tele service Ltd.的MISPL擔任系統管理的網路工程師。他在BIT Mesra獲得電子與通訊的博士學位,並在IIT卡哈爾古爾的G.S. Sanyal電信學院獲得碩士學位。他撰寫了《確保異構網路中QoS的PSTN-IP電話閘道》(2014年)、《醫療分析的先進分類技術》(2019年)和《醫療保健中的智能醫療數據感測與物聯網系統設計》一書。他是《無線通訊技術期刊》、《國際電信工程期刊》等的編輯委員會成員,並且是馬來西亞技術科學家大會和機器智能研究實驗室的國際諮詢委員會成員。他是《未來互聯網》期刊特刊的客座編輯。他獲得了2016年TESFA的傑出研究者獎、2018年Publons的全球同行評審獎,以及2018年VIFA的青年教師獎。他獲得了青年研究卓越獎、全球同行評審獎、青年教師獎和傑出研究者獎。
Dr. Kousik Dasgupta在Nagpur大學獲得工程學士學位,並在西孟加拉科技大學獲得碩士學位,隨後在Kalyani大學獲得工程學博士學位。他曾在ABB、L&T和Llyods Steel等行業工作三年,擔任不同職位。Dr. Dasgupta目前是Kalyani政府工程學院計算機科學與工程系的助理教授。此外,他不時以客座教師身份與Kalyani大學、IIIT Kalyani等機構保持聯繫。Dr. Dasgupta作為主要研究者參與了多個由AICTE、技術教育和西孟加拉邦政府科學與技術部資助的項目。他共同撰寫了三本書籍,並在各類國際和國內期刊及會議論文集中發表了約二十八篇論文。Dr. Dasgupta是OSI、ISTE、ACM和IEEE美國計算機學會的終身會員,也是印度工程師協會的副會員和特許工程師。