Emerging Technologies for Healthcare: Internet of Things and Deep Learning Models
暫譯: 醫療保健的新興技術:物聯網與深度學習模型
Mangla, Monika, Sharma, Nonita, Garg, Poonam
- 出版商: Wiley
- 出版日期: 2021-08-17
- 售價: $8,020
- 貴賓價: 9.5 折 $7,619
- 語言: 英文
- 頁數: 442
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119791723
- ISBN-13: 9781119791720
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相關分類:
DeepLearning、物聯網 IoT
海外代購書籍(需單獨結帳)
相關主題
商品描述
"Emerging Technologies for Healthcare" begins with an IoT-based solution for the automated healthcare sector which is enhanced to provide solutions with advanced deep learning techniques.
The book provides feasible solutions through various machine learning approaches and applies them to disease analysis and prediction. An example of this is employing a three-dimensional matrix approach for treating chronic kidney disease, the diagnosis and prognostication of acquired demyelinating syndrome (ADS) and autism spectrum disorder, and the detection of pneumonia. In addition, it provides healthcare solutions for post COVID-19 outbreaks through various suitable approaches, Moreover, a detailed detection mechanism is discussed which is used to devise solutions for predicting personality through handwriting recognition; and novel approaches for sentiment analysis are also discussed with sufficient data and its dimensions.
This book not only covers theoretical approaches and algorithms, but also contains the sequence of steps used to analyze problems with data, processes, reports, and optimization techniques. It will serve as a single source for solving various problems via machine learning algorithms.
商品描述(中文翻譯)
《新興技術在醫療保健中的應用》以基於物聯網(IoT)的自動化醫療解決方案為開端,並透過先進的深度學習技術進行增強,以提供解決方案。
本書透過各種機器學習方法提供可行的解決方案,並將其應用於疾病分析和預測。其中一個例子是採用三維矩陣方法來治療慢性腎病、診斷和預測獲得性脫髓鞘綜合症(ADS)和自閉症譜系障礙,以及肺炎的檢測。此外,本書還提供針對 COVID-19 疫情後的醫療解決方案,並探討了多種合適的方法。此外,還詳細討論了一種檢測機制,用於通過手寫識別來預測個性;並且還討論了情感分析的新方法,並提供了足夠的數據及其維度。
本書不僅涵蓋理論方法和算法,還包含用於分析問題的數據、過程、報告和優化技術的步驟序列。它將作為解決各種問題的單一來源,透過機器學習算法進行解決。
作者簡介
Dr. Monika Mangla, received her PhD from Thapar Institute of Engineering & Technology, Patiala, Punjab, in the year 2019. Currently, she is working as an assistant professor in the Department of Computer Engineering at Lokmanya Tilak College of Engineering (LTCoE), Navi Mumbai.
Dr. Nonita Sharma is working as assistant professor, National Institute of Technology, Jalandhar. She received the B. Tech degree in Computer Science Engineering in 2002, the M. Tech degree in Computer Science engineering in 2004, and the PhD degree in Wireless Sensor Network from the National Institute of Technology, Jalandhar, India in 2017.
Dr. Poonam, received her PhD from J.C Bose University of Science and technology YMCA, Faridabad, India, in the year 2019. Currently, she is working as an assistant professor in the Department of Computer Engineering at J.C Bose University of Science and technology YMCA, Faridabad, India.
Dr. Vaishali Mehta has done her PhD in Facility location problems from Thapar University. Her research interests include approximation algorithms, location modelling, IoT, cloud computing and machine learning.
Dr. Thirunavakkarasu K. is a distinguished academician with over twenty-two years of experience in teaching and working in the software industry. Curently, he is heading the Department of BCA and specialization in Galgotias University. He has done Bachelor in computer science from the University of Madras in 1994 and received 3 master's degrees in computer science, PhD and PostDoc.
Dr. Shahnawaz Khan is an assistant professor and serving as Secretary-General of Scientific Research Council at University College of Bahrain. He holds a PhD (Computer Science) from the Indian Institute of Technology (BHU), India.
作者簡介(中文翻譯)
莫妮卡·曼格拉博士於2019年在印度旁遮普省的塔帕爾工程與技術學院獲得博士學位。目前,她在印度納維孟買的洛克曼尼亞·提拉克工程學院(LTCoE)擔任計算機工程系的助理教授。
諾尼塔·夏爾瑪博士在印度賈蘭達爾的國立技術學院擔任助理教授。她於2002年獲得計算機科學工程的學士學位,2004年獲得計算機科學工程的碩士學位,並於2017年在國立技術學院獲得無線感測網路的博士學位。
普納姆博士於2019年在印度法里達巴德的J.C.博斯科學與技術大學獲得博士學位。目前,她在該大學的計算機工程系擔任助理教授。
維沙莉·梅赫塔博士在塔帕爾大學完成了有關設施選址問題的博士學位。她的研究興趣包括近似演算法、位置建模、物聯網、雲計算和機器學習。
基爾·提魯納瓦卡拉蘇博士是一位卓越的學者,擁有超過二十二年的教學和軟體產業工作經驗。目前,他在加爾戈提亞大學擔任BCA系主任,並專注於該領域。他於1994年在馬德拉斯大學獲得計算機科學學士學位,並獲得三個計算機科學碩士學位、博士學位和博士後學位。
沙哈納瓦茲·汗博士是助理教授,並擔任巴林大學科學研究委員會的秘書長。他擁有印度理工學院(BHU)的計算機科學博士學位。