Medical Data Analysis and Processing using Explainable Artificial Intelligence
暫譯: 使用可解釋的人工智慧進行醫療數據分析與處理

Jena, Om Prakash, Panda, Mrutyunjaya, Kose, Utku

  • 出版商: CRC
  • 出版日期: 2025-06-27
  • 售價: $2,340
  • 貴賓價: 9.5$2,223
  • 語言: 英文
  • 頁數: 252
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032191139
  • ISBN-13: 9781032191133
  • 相關分類: 人工智慧Data Science
  • 尚未上市,無法訂購

相關主題

商品描述

The text presents concepts of explainable artificial intelligence (XAI) in solving real world biomedical and healthcare problems. It will serve as an ideal reference text for graduate students and academic researchers in diverse fields of engineering including electrical, electronics and communication, computer, and biomedical

  • Presents explainable artificial intelligence (XAI) based machine analytics and deep learning in medical science
  • Discusses explainable artificial intelligence (XA)I with the Internet of Medical Things (IoMT) for healthcare applications
  • Covers algorithms, tools, and frameworks for explainable artificial intelligence on medical data
  • Explores the concepts of natural language processing and explainable artificial intelligence (XAI) on medical data processing
  • Discusses machine learning and deep learning scalability models in healthcare systems

This text focuses on data driven analysis and processing of advanced methods and techniques with the help of explainable artificial intelligence (XAI) algorithms. It covers machine learning, Internet of Things (IoT), and deep learning algorithms based on XAI techniques for medical data analysis and processing. The text will present different dimensions of XAI based computational intelligence applications. It will serve as an ideal reference text for graduate students and academic researchers in the fields of electrical engineering, electronics and communication engineering, computer engineering, and biomedical engineering.

商品描述(中文翻譯)

這本書介紹了解釋性人工智慧(XAI)在解決現實世界生物醫學和醫療問題中的概念。它將成為電機、電子與通訊、計算機及生物醫學等多個工程領域的研究生和學術研究者的理想參考書籍。

- 介紹基於解釋性人工智慧(XAI)的機器分析和深度學習在醫學科學中的應用
- 討論解釋性人工智慧(XAI)與醫療物聯網(IoMT)在醫療應用中的結合
- 涵蓋醫療數據上解釋性人工智慧的演算法、工具和框架
- 探索自然語言處理和解釋性人工智慧(XAI)在醫療數據處理中的概念
- 討論醫療系統中的機器學習和深度學習可擴展性模型

本書專注於數據驅動的分析和處理,利用解釋性人工智慧(XAI)演算法的先進方法和技術。它涵蓋基於XAI技術的機器學習、物聯網(IoT)和深度學習演算法,用於醫療數據的分析和處理。本書將展示基於XAI的計算智能應用的不同面向。它將成為電機工程、電子與通訊工程、計算機工程和生物醫學工程領域的研究生和學術研究者的理想參考書籍。

作者簡介

Dr. Om Prakash Jena is currently working as an Assistant Professor in the Department of Computer Science, Ravenshaw University, Cuttack, and Odisha, India. He has 11 years of teaching and research experience in the undergraduate and post-graduate levels. He has published several technical papers in international journals/conferences/edited book chapters of reputed publications. He is a member of IEEE, IETA, IAAC, IRED, IAENG, and WACAMLDS. His current research interest includes Database, Pattern Recognition, Cryptography, Network Security, Artificial Intelligence, Machine Learning, Soft Computing, Natural Language Processing, Data Science, Compiler Design, Data Analytics, and Machine Automation. He has many edited books, published by Wiley, CRC press, Taylor & Francis Bentham Publication into his credit and also the author of four textbooks under Kalyani Publisher. He also serve as a reviewer committee member and editor of many international journals.

Dr. Mrutyunjaya Panda holds a Ph.D degree in Computer Science from Berhampur University. He obtained his Master in Engineering from Sambalpur University, MBA in HRM from IGNOU, New Delhi, and Bachelor in Engineering from Utkal University in 2002, 2009, 1997 respectively. He is having more than 20 years of teaching and research experience. He is presently working as Reader in P.G. Department of Computer Science and Applications, Utkal University, Bhubaneswar, Odisha, India. He is a member of MIR Labs (USA), KES (Australia), IAENG ( Hong Kong), ACEEE(I), IETE(I), CSI(I), ISTE(I). He has published about 70 papers in International and national journals and conferences. He has also published 7 book chapters to his credit. He has 2 text books and 3 edited books to his credit. He is a program committee member of various international conferences. He is acting as a reviewer of various international journals and conferences of repute. He is an Associate Editor of IJCINI Journal, IGI Global, USA and an Editorial board member of IJKESDP Journal of Inderscience, UK. He is also a Special issue Editor of International Journal of Computational Intelligence Studies (IJCIStudies), Inderscience, UK. His active area of research includes Data Mining, Image processing, Intrusion detection and prevention. Social networking, Mobile Communication, wireless sensor networks, Natural language processing, Internet of Things, Text Mining etc.

Dr. Utku Kose received the B.S. degree in 2008 from computer education of Gazi University, Turkey as a faculty valedictorian. He received M.S. degree in 2010 from Afyon Kocatepe University, Turkey in the field of computer and D.S. / Ph. D. degree in 2017 from Selcuk University, Turkey in the field of computer engineering. Between 2009 and 2011, he has worked as a Research Assistant in Afyon Kocatepe University. Following, he has also worked as a Lecturer and Vocational School - Vice Director in Afyon Kocatepe University between 2011 and 2012, as a Lecturer and Research Center Director in Usak University between 2012 and 2017, and as an Assistant Professor in Suleyman Demirel University between 2017 and 2019. Currently, he is an Associate Professor in Suleyman Demirel University, Turkey. He has more than 100 publications including articles, authored and edited books, proceedings, and reports. He is also in editorial boards of many scientific journals and serves as one of the editors of the Biomedical and Robotics Healthcare book series by CRC Press. His research interest includes artificial intelligence, machine ethics, artificial intelligence safety, optimization, the chaos theory, distance education, e-learning, computer education, and computer science.

作者簡介(中文翻譯)

Om Prakash Jena 博士 目前在印度奧迪沙邦的卡塔克拉文肖大學計算機科學系擔任助理教授。他擁有11年的本科及研究生教學和研究經驗。他在國際期刊、會議及知名出版的編輯書章中發表了多篇技術論文。他是IEEE、IETA、IAAC、IRED、IAENG及WACAMLDS的成員。他目前的研究興趣包括資料庫、模式識別、密碼學、網路安全、人工智慧、機器學習、軟計算、自然語言處理、資料科學、編譯器設計、資料分析及機器自動化。他編輯了多本由Wiley、CRC Press、Taylor & Francis及Bentham Publication出版的書籍,並且是Kalyani Publisher出版的四本教科書的作者。他還擔任多個國際期刊的審稿委員會成員及編輯。

Mrutyunjaya Panda 博士 擁有印度貝漢普爾大學的計算機科學博士學位。他於2002年在桑巴爾普爾大學獲得工程碩士學位,2009年在新德里的IGNOU獲得人力資源管理MBA學位,1997年在烏塔卡爾大學獲得工程學士學位。他擁有超過20年的教學和研究經驗。目前,他在印度奧迪沙邦布巴內斯瓦爾的烏塔卡爾大學計算機科學與應用研究所擔任講師。他是MIR Labs(美國)、KES(澳大利亞)、IAENG(香港)、ACEEE(印度)、IETE(印度)、CSI(印度)、ISTE(印度)的成員。他在國際和國內期刊及會議上發表了約70篇論文,並且出版了7章書籍。他擁有2本教科書和3本編輯書籍。他是多個國際會議的程序委員會成員,並擔任多個知名國際期刊和會議的審稿人。他是IJCINI期刊的副編輯(IGI Global,美國)及IJKESDP期刊的編輯委員會成員(Inderscience,英國)。他還是國際計算智能研究期刊(IJCIStudies,Inderscience,英國)的特刊編輯。他的活躍研究領域包括資料探勘、影像處理、入侵檢測與預防、社交網路、行動通訊、無線感測網路、自然語言處理、物聯網、文本探勘等。

Utku Kose 博士 於2008年獲得土耳其加茲大學計算機教育學士學位,並以優異成績畢業。他於2010年在土耳其阿夫永科卡特佩大學獲得計算機碩士學位,並於2017年在土耳其塞爾丘克大學獲得計算機工程的博士學位。在2009年至2011年間,他在阿夫永科卡特佩大學擔任研究助理。隨後,他在2011年至2012年間擔任阿夫永科卡特佩大學的講師及職業學校副主任,2012年至2017年間擔任烏薩克大學的講師及研究中心主任,2017年至2019年間擔任蘇萊曼德米雷大學的助理教授。目前,他是土耳其蘇萊曼德米雷大學的副教授。他擁有超過100篇的出版物,包括文章、著作及編輯書籍、會議論文及報告。他還在多個科學期刊的編輯委員會中任職,並擔任CRC Press的生物醫學與機器人醫療書系的編輯之一。他的研究興趣包括人工智慧、機器倫理、人工智慧安全、優化、混沌理論、遠程教育、電子學習、計算機教育及計算機科學。