Artificial Intelligence Applications for Health Care
暫譯: 健康照護的人工智慧應用
Ahirwal, Mitul Kumar, Londhe, Narendra D., Kumar, Anil
相關主題
商品描述
This book takes an interdisciplinary approach by covering topics on health care and artificial intelligence. Data sets related to biomedical signals (ECG, EEG, EMG) and images (X-rays, MRI, CT) are explored, analyzed, and processed through different computation intelligence methods. Applications of computational intelligence techniques like artificial and deep neural networks, swarm optimization, expert systems, decision support systems, clustering, and classification techniques on medial datasets are explained. Survey of medical signals, medial images, and computation intelligence methods are also provided in this book.
Key Features
- Covers computational Intelligence techniques like artificial neural networks, deep neural networks, and optimization algorithms for Healthcare systems
- Provides easy understanding for concepts like signal and image filtering techniques
- Includes discussion over data preprocessing and classification problems
- Details studies with medical signal (ECG, EEG, EMG) and image (X-ray, FMRI, CT) datasets
- Describes evolution parameters such as accuracy, precision, and recall etc.
This book is aimed at researchers and graduate students in medical signal and image processing, machine and deep learning, and healthcare technologies.
商品描述(中文翻譯)
這本書採取跨學科的方法，涵蓋健康照護與人工智慧的主題。書中探討、分析並處理與生物醫學信號（心電圖 ECG、腦電圖 EEG、肌電圖 EMG）及影像（X 光、MRI、CT）相關的數據集，並透過不同的計算智能方法進行處理。書中解釋了計算智能技術在醫療數據集上的應用，包括人工神經網絡、深度神經網絡、群體優化、專家系統、決策支持系統、聚類和分類技術。這本書還提供了醫療信號、醫療影像和計算智能方法的調查。
主要特點
- 涵蓋計算智能技術，如人工神經網絡、深度神經網絡和優化算法，應用於健康照護系統
- 提供對信號和影像過濾技術等概念的易懂解釋
- 包含數據預處理和分類問題的討論
- 詳細研究醫療信號（心電圖 ECG、腦電圖 EEG、肌電圖 EMG）和影像（X 光、功能性磁共振成像 FMRI、CT）數據集
- 描述演化參數，如準確率、精確率和召回率等
這本書的目標讀者是從事醫療信號與影像處理、機器學習和深度學習以及健康照護技術的研究人員和研究生。
作者簡介
Mitul K. Ahirwal is currently working as an Assistant Professor in the Department of Computer Science and Engineering at, Maulana Azad National Institute of Technology Bhopal, India. His research area is biomedical signal processing, swarm optimization, Brain Computer Interface and Healthcare system. He has been involved as a reviewer with various reputed journals.
Narendra D. Londhe is currently working with National Institute of Technology Raipur as an Associate Professor in Department of Electrical Engineering. His area of research includes Image and signal processing, soft computing, Biometrics, Ultrasound Imaging, IVUS imaging, Brain computer interface, Pain assessment and Psoriasis severity detection.
Anil Kumar joined as an Assistant Professor in the Electronic & Communication Engineering Department, Indian Institute of Information Technology Design and Manufacturing, Jabalpur, India since 2009 to July 2016. His academic and research interest is design of Digital Filters & Multirate Filter Bank, Multirate Signal Processing, Biomedical Signal Processing, Image Processing, and Speech Processing.
作者簡介(中文翻譯)
Mitul K. Ahirwal 目前在印度博帕爾的馬烏拉納·阿扎德國立技術學院計算機科學與工程系擔任助理教授。他的研究領域包括生物醫學信號處理、群體優化、腦機介面和健康照護系統。他曾擔任多本知名期刊的審稿人。
Narendra D. Londhe 目前在國立技術學院萊普爾擔任電機工程系的副教授。他的研究領域包括影像與信號處理、軟計算、生物識別、超聲影像、血管內超聲影像（IVUS）、腦機介面、疼痛評估和銀屑病嚴重程度檢測。
Anil Kumar 自2009年至2016年7月在印度賈巴爾普爾的印度信息技術設計與製造學院電子與通信工程系擔任助理教授。他的學術和研究興趣包括數位濾波器與多速率濾波器組的設計、多速率信號處理、生物醫學信號處理、影像處理和語音處理。
