Machine Learning and Deep Learning in Efficacy Improvement of Healthcare Systems
暫譯: 機器學習與深度學習在醫療系統效能提升中的應用
Om Prakash Jena , Bharat Bhushan , Nitin Rakesh , Parma Nand Astya , Yousef Farhaoui
- 出版商: CRC
- 出版日期: 2022-05-19
- 售價: $4,810
- 貴賓價: 9.5 折 $4,570
- 語言: 英文
- 頁數: 400
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032036729
- ISBN-13: 9781032036724
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相關分類:
Machine Learning、DeepLearning
海外代購書籍(需單獨結帳)
商品描述
The paramountcy of medical informatics is to improve life expectancy, disease diagnosis and quality of life. Medical devices have revolutionized healthcare and led to the modern age of machine learning, deep learning and internet of medical things (IoMT) with their proliferation, mobility and agility. This book will expose different dimensions of applications for computational intelligence and will explain its use in solving various biomedical and healthcare problems in the real world. This book describes the fundamental concepts of machine learning and deep learning techniques in a healthcare system. The aim of this book is to describe how deep learning methods are used to insure the high quality data processing, medical image and signal analysis, and improved healthcare application. The book also explores different dimensions of computational intelligence applications and illustrates its use in the solution of assorted real world biomedical and healthcare problems. Furthermore, it provides the healthcare sector with the innovative advances in theory, analytical approaches, numerical simulation, statistical analysis, modelling, advanced deployment, case studies, analytical results, computational structuring and significance progress in the field of machine learning and deep learning in healthcare applications. This book is intended for students, researchers, professionals and policy makers working in the fields of public health and in the healthcare sector. Scientists and IT specialists will also find this book beneficial for research exposure and new ideas in the field of machine learning and deep learning.
商品描述(中文翻譯)
醫療資訊學的首要目標是改善壽命、疾病診斷和生活品質。醫療設備的普及徹底改變了醫療保健,並引領了機器學習、深度學習和醫療物聯網(IoMT)的現代時代,這得益於其普及性、流動性和靈活性。本書將揭示計算智能應用的不同面向,並解釋其在解決各種生物醫學和醫療保健問題中的應用。本書描述了醫療系統中機器學習和深度學習技術的基本概念。本書的目的是說明深度學習方法如何用於確保高品質的數據處理、醫療影像和信號分析,以及改善醫療保健應用。本書還探討了計算智能應用的不同面向,並說明其在解決各種現實世界的生物醫學和醫療保健問題中的應用。此外,本書為醫療保健領域提供了理論、分析方法、數值模擬、統計分析、建模、高級部署、案例研究、分析結果、計算結構以及在醫療應用中機器學習和深度學習領域的顯著進展等方面的創新進展。本書旨在為公共衛生和醫療保健領域的學生、研究人員、專業人士和政策制定者提供參考。科學家和IT專家也會發現本書對於研究曝光和機器學習及深度學習領域的新想法是有益的。
作者簡介
Dr. Om Prakash Jena is an Assistant Professor in the Department of Computer Science, Ravenshaw University, Cuttack, and Odisha.
Dr. Bharat Bhushan is an Assistant Professor of Department of Computer Science and Engineering (CSE) at School of Engineering and Technology, Sharda University, Greater Noida, India.
Dr. Nitin Rakesh is the Head of Computer Science & Engineering Department for B.Tech/M.Tech (CSE/IT), B.Tech CSE-IBM Specializations, B.Tech CSE-I Nurture, BCA/MCA, BSc/MSc-CS at School of Engineering and Technology, at Sharda University, India.
Dr. Parma Nand is a Dean, School of Engineering Technology, Sharda University Greater Noida.
Dr. Yousef Farhaoui is a Professor at Moulay Ismail University, Faculty of Sciences and Techniques, Morocco.
作者簡介(中文翻譯)
Dr. Om Prakash Jena 是印度奧迪沙邦卡塔克市拉文肖大學計算機科學系的助理教授。
Dr. Bharat Bhushan 是印度大諾伊達沙達大學工程與技術學院計算機科學與工程系的助理教授。
Dr. Nitin Rakesh 是印度沙達大學工程與技術學院計算機科學與工程系的主任,負責 B.Tech/M.Tech (CSE/IT)、B.Tech CSE-IBM 專業、B.Tech CSE-I Nurture、BCA/MCA、BSc/MSc-CS 課程。
Dr. Parma Nand 是印度大諾伊達沙達大學工程技術學院的院長。
Dr. Yousef Farhaoui 是摩洛哥穆萊伊斯梅爾大學科學與技術學院的教授。