Machine Learning, Deep Learning, Big Data, and Internet of Things for Healthcare

Patel, Govind Singh, Nayak, Seema, Chaudhary, Sunil Kumar

Machine Learning, Deep Learning, Big Data, and Internet of Things for Healthcare
  • 出版商: CRC
  • 出版日期: 2022-08-25
  • 售價: $6,590
  • 貴賓價: 9.5 折 $6,261
  • 語言: 英文
  • 頁數: 172
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032130822
  • ISBN-13: 9781032130828
  • 相關分類: 大數據 Big-data、Machine Learning、DeepLearning、物聯網 IoT

    • 海外代購書籍(需單獨結帳)

商品描述

This book reviews that narrate the development of current technologies under the theme of the emerging concept of healthcare, specifically in terms of what makes healthcare more efficient and effective with the help of high-precision algorithms. The mechanism that drives it is machine learning, deep learning, big data, and Internet of Things (IoT)--the scientific field that gives machines the ability to learn without being strictly programmed. It has emerged together with big data technologies and high-performance computing to create new opportunities to unravel, quantify, and understand data-intensive processes in healthcare operational environments.

This book offers comprehensive coverage of the most essential topics, including:

  • Introduction to e-monitoring for healthcare
  • Case studies based on big data and healthcare
  • Intelligent learning analytics in healthcare sectors using machine learning and IoT
  • Identifying diseases and diagnosis using machine learning and IoT
  • Deep learning architecture and framework for healthcare using IoT
  • Knowledge discovery from big data of healthcare-related processing
  • Big data and IoT in healthcare
  • Role of IoT in sustainable healthcare
  • A heterogeneous IoT-based application for remote monitoring of physiological and environmental parameters

商品描述(中文翻譯)

本書以新興的醫療概念為主題，評述了當前技術的發展，特別是在高精度算法的幫助下，使醫療更加高效和有效。推動這一概念的機制是機器學習、深度學習、大數據和物聯網（IoT）——這是一個使機器能夠在不受嚴格編程的情況下學習的科學領域。它與大數據技術和高性能計算一起出現，為在醫療運營環境中解開、量化和理解數據密集型過程創造了新的機會。

本書全面介紹了以下最重要的主題：
- 醫療電子監測介紹
- 基於大數據和醫療的案例研究
- 使用機器學習和物聯網的智能學習分析在醫療領域的應用
- 使用機器學習和物聯網進行疾病識別和診斷
- 使用物聯網的深度學習架構和框架在醫療領域的應用
- 從與醫療相關的大數據中發現知識
- 大數據和物聯網在醫療領域的應用
- 物聯網在可持續醫療中的作用
- 基於異構物聯網的遠程監測生理和環境參數的應用案例

作者簡介

Dr. Govind Singh Patel has done PhD in Electronics and Communication Engineering from Thapar University, Patiala, India. He is working as a Professor in Electronics and Telecommunication Engineering, SITCOE, Kolhapur, MH, India. He has published more than 77 papers in National and International Journals. He is a reviewer of many international journals like Springer, JCTN etc.

Prof. (Dr.) Seema Nayak is presently working as Professor and Head of department of Electronics & Communication Engineering at IIMT College of engineering, Greater Noida. Dr. Seema Nayak did her Bachelors in Electronics & Communication Engineering from Maharastra and PhD MRIU, Faridabad. Her research area is Digital signal processing. She has many publications in referred journals and international confereces. She has filed two patents. She is also Editor and Reviewer of many journals. She has 23 years of academic experience. She received grants for conferences, FDP from AICTE, AKTU, ISTE. She is member of IEI, IAENG Society. She has published research paper in many reputed journals.

Dr.Sunil Kumar Chaudhary graduated (B.E) from Nagpur University in 1996 in Electronics, completed his post graduated (M.E.) in Electrical Engineering, (Power Electronics, Electric Machines and Electric Drives) from M.D. University, Haryana in the year 2006 and completed Ph.D. in Electrical Engineering, from Jamia Millia Islamia, New Delhi in 2014. Presently working as Professor in Electrical Engineering Department, Galgotia College of Engineering (GCET), Greater Noida. His employment experience includes Lingaya Institute of Management and Technology (LIMAT) Faridabad, Haryana, Manav Rachna College of Engineering (MRCE), Faridabad, Haryana, Greater Noida Institute of Technology (GNIOT), Greater Noida, U.P., Gautam Budha University (GBU), Greater Noida.

作者簡介(中文翻譯)

Dr. Govind Singh Patel在印度的Thapar大學取得了電子與通訊工程的博士學位。他目前在印度馬哈拉斯特拉邦科爾哈普爾的SITCOE任教授，專攻電子與通訊工程。他在國內外期刊上發表了超過77篇論文，並擔任Springer、JCTN等多個國際期刊的審稿人。

Prof. (Dr.) Seema Nayak目前擔任印度大諾伊達的IIMT工程學院電子與通訊工程系的教授和系主任。Seema Nayak博士在馬哈拉斯特拉邦取得了電子與通訊工程的學士學位，並在Faridabad的MRIU取得了博士學位。她的研究領域是數字信號處理，並在多個期刊和國際會議上發表了許多論文。她申請了兩項專利，並擔任多個期刊的編輯和審稿人。她擁有23年的學術經驗，並獲得了AICTE、AKTU和ISTE等機構的會議和教師培訓資助。她是IEI和IAENG學會的成員，並在多個知名期刊上發表了研究論文。

Dr. Sunil Kumar Chaudhary於1996年畢業於Nagpur大學的電子工程學士學位，並於2006年在哈里亞納邦的M.D.大學獲得電氣工程的碩士學位（電力電子、電機和電動機）。他於2014年在新德里的Jamia Millia Islamia大學獲得電氣工程的博士學位。目前，他在大諾伊達的Galgotia工程學院擔任電氣工程系的教授。他的工作經驗包括哈里亞納邦法里達巴德的Lingaya管理與技術學院（LIMAT）、法里達巴德的Manav Rachna工程學院（MRCE）、大諾伊達的Greater Noida技術學院（GNIOT）和大諾伊達的Gautam Budha大學（GBU）。

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