Machine Learning for Healthcare Informatics: Techniques and Applications
暫譯: 醫療資訊學中的機器學習:技術與應用
Siddique, Nazmul, Arefin, Mohammad Shamsul, Abu Yousuf, Mohammad
- 出版商: CRC
- 出版日期: 2026-05-06
- 售價: $4,980
- 貴賓價: 9.5 折 $4,731
- 語言: 英文
- 頁數: 242
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032643331
- ISBN-13: 9781032643335
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
This book explores how advanced machine learning techniques are transforming healthcare, highlighting innovative applications in disease diagnosis, treatment, and healthcare management. It shows that adaptation of machine learning can bring significant benefits for the sustainability of healthcare informatics in the era of 4.0 IR.
With contributions from researchers and field experts, the book covers key topics such as predictive analytics, medical image processing, and personalized healthcare. Each chapter provides detailed methodologies, datasets, and experimental results, with practical insights into AI-driven diagnostics, patient monitoring, and decision-support systems.
Designed for those seeking to apply machine learning in healthcare and to advance healthcare informatics, this book is a valuable resource for researchers, professionals, and students.
商品描述(中文翻譯)
這本書探討了先進的機器學習技術如何改變醫療保健,突顯了在疾病診斷、治療和醫療管理中的創新應用。它顯示出在4.0工業革命時代,機器學習的應用可以為醫療資訊學的可持續性帶來顯著的好處。
本書由研究人員和領域專家貢獻,涵蓋了預測分析、醫學影像處理和個人化醫療等關鍵主題。每一章提供詳細的方法論、數據集和實驗結果,並對基於人工智慧的診斷、病人監測和決策支持系統提供實用的見解。
本書旨在幫助那些希望在醫療保健中應用機器學習並推進醫療資訊學的人士,是研究人員、專業人士和學生的寶貴資源。
作者簡介
Nazmul Siddique is a researcher at the School of Computing, Engineering, and Intelligent Systems, Ulster University. He has published over 170 research papers and several books on cybernetics and computational intelligence. His editorial roles in top journals highlight his academic influence and contributions.
Mohammad Shamsul Arefin is a professor at the Department of CSE, CUET, and Dean of Electrical and Computer Engineering. He has over 170 publications in journals and conferences on data mining, distributed computing, and machine learning. His leadership has significantly fostered research growth and academic excellence in many aspects.
Mohammad Abu Yousuf is currently the Vice-Chancellor of Bangabandhu Sheikh Mujibur Rahman Digital University, Bangladesh, and a Professor at the Institute of Information Technology, Jahangirnagar University. He holds a B.Sc. in Computer Science and Engineering from Shahjalal University of Science and Technology, an M.Eng. in Biomedical Engineering from Kyung Hee University, South Korea, and a Ph.D. in Science and Engineering from Saitama University, Japan. With over 125 publications in peer-reviewed journals, conferences, and book chapters, his research spans Medical Image Processing, Human-Robot Interaction, Computer Vision, and Natural Language Processing.
M. Shamim Kaiser is a professor and Chairman at the Institute of Information Technology, Jahangirnagar University. He has authored over 100 research papers on machine learning, cyber security, and cognitive radio networks. His leadership at IIT has driven academic and research excellence in ICT.
作者簡介(中文翻譯)
Nazmul Siddique 是北愛爾蘭阿爾斯特大學計算、工程與智能系統學院的研究員。他已發表超過170篇研究論文及數本有關控制論和計算智能的書籍。他在頂尖期刊的編輯角色突顯了他的學術影響力和貢獻。
Mohammad Shamsul Arefin 是CUET計算機科學與工程系的教授及電機與計算機工程學院的院長。他在數據挖掘、分散式計算和機器學習方面的期刊和會議上發表了超過170篇論文。他的領導顯著促進了多方面的研究成長和學術卓越。
Mohammad Abu Yousuf 目前是孟加拉國班邦班杜·謝赫·穆吉布·拉赫曼數位大學的副校長,以及賈漢基爾納格大學資訊技術學院的教授。他擁有沙賈拉爾科技大學的計算機科學與工程學士學位、韓國慶熙大學的生物醫學工程碩士學位,以及日本埼玉大學的科學與工程博士學位。他在同行評審的期刊、會議和書籍章節上發表了超過125篇論文,研究範圍涵蓋醫學影像處理、人機互動、計算機視覺和自然語言處理。
M. Shamim Kaiser 是賈漢基爾納格大學資訊技術學院的教授及主任。他在機器學習、網路安全和認知無線電網路方面撰寫了超過100篇研究論文。他在IIT的領導推動了資訊與通信技術領域的學術和研究卓越。