Advances of Machine Learning for Knowledge Mining in Electronic Health Records
暫譯: 電子健康紀錄中的知識挖掘機器學習進展

Fathimal, P. Mohamed, Kumar, T. Ganesh, Loret, J. B. Shajilin

Advances of Machine Learning for Knowledge Mining in Electronic Health Records
  • 出版商: CRC
  • 出版日期: 2025-03-07
  • 售價: $6,780
  • 貴賓價: 9.5 折 $6,441
  • 語言: 英文
  • 頁數: 270
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032526106
  • ISBN-13: 9781032526102
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

The book explores the application of cutting-edge machine learning and deep learning algorithms in mining Electronic Health Records (EHR). With the aim of improving patient health management, this book explains the structure of EHR consisting of demographics, medical history, and diagnosis, with a focus on the design and representation of structured, semi-structured, and unstructured data.

  • Explains the design of organized, semi-structured, unstructured, and irregular time series data of electronic health records.

  • Covers information extraction, standards for meta-data, reuse of metadata for clinical research, and organized and unstructured data.

  • Discusses supervised and unsupervised learning in electronic health records.

  • Describes clustering and classification techniques for organized, semi- structured, and unstructured data from electronic health records.

This book is an essential resource for researchers and professionals in fields like computer science, biomedical engineering, and information technology, seeking to enhance healthcare efficiency, security, and privacy through advanced data analytics and machine learning.

商品描述(中文翻譯)

本書探討了尖端機器學習和深度學習演算法在挖掘電子健康紀錄（Electronic Health Records, EHR）中的應用。為了改善病人的健康管理，本書解釋了EHR的結構，包括人口統計資料、病歷和診斷，並重點介紹了結構化、半結構化和非結構化數據的設計與表示。

- 解釋了電子健康紀錄中有組織的、半結構化的、非結構化的及不規則時間序列數據的設計。
- 涵蓋了信息提取、元數據標準、元數據在臨床研究中的重用，以及有組織和非結構化數據。
- 討論了電子健康紀錄中的監督學習和非監督學習。
- 描述了針對電子健康紀錄中有組織的、半結構化的和非結構化數據的聚類和分類技術。

本書是計算機科學、生物醫學工程和信息技術等領域研究人員和專業人士的重要資源，旨在通過先進的數據分析和機器學習來提升醫療效率、安全性和隱私。

作者簡介

P. Mohamed Fathimal is working as an Assistant Professor in the Department of Computer Science and Engineering, Anna University. She received her PhD, ME, and BE in Computer Science and Engineering from Manonmaniam Sundaranar University, Tirunelveli, Tamilnadu. She has 21 years of teaching experience. Her research interests include Machine Learning, Digital Image Processing, and Information Security. She has published more than 20 papers and 1 patent.

T. Ganesh Kumar works as an Associate Professor at the School of Computing Science and Engineering at Galgotias University, NCR, Delhi. He received an ME degree in Computer Science and Engineering from Manonmaniam Sundaranar University, Tamilnadu, India. He completed his full-time PhD degree in Computer Science and Engineering at Manonmaniam Sundaranar University. He was a Co-Investigator for two government of India-sponsored funded projects He has published many reputed international SCI and Scopus-indexed journals and conferences. He is a reviewer of many reputed journals. He has published more than 10 Indian patents.

J. B Shajilin Loret is working as a Professor & Head in the Department of Information Technology at Francis Xavier Engineering College, Tirunelveli. She received her BTech degree in Information Technology from Anna University Chennai and her MTech degree from Manonmaniam Sundaranar University. She completed her Ph.D. in wireless networks at Anna University Chennai. Her area of interest includes Wireless networks, Network security. She has more than 15 years of teaching experience in engineering colleges. She has more than 30 publications in Reputed Journals. She also published 3 Indian patents and Author of book chapters also.

Venkataraman Lakshmi graduated BE degree from IIT Roorkee, MS in Environmental Engineering from the University of Lowa, and a Ph.D. degree from Princeton University. He is currently a professor in the department of system engineering and environment. He has served as Cox Visiting professor at Stanford University. He has over 120 articles and 400 presentations. He is an associate editor and Editor-in-Chief in various journals.

Manish.T.I work as a Professor in the Department of Computer Science and Engineering, SCMS School of Engineering and Technology. He received an ME degree in Computer Science and Engineering from Manonmaniam Sundaranar University, Tamilnadu, India. He completed his Ph.D. degree in Computer Science and Engineering at Manonmaniam Sundaranar University. He was a Co-Investigator for two government of India-sponsored funded projects He has published many reputed international SCI and Scopus indexed journals and conferences. He is a reviewer of many reputed journals. He has published Indian patents in India.

作者簡介(中文翻譯)

**P. Mohamed Fathimal** 目前擔任安娜大學計算機科學與工程系的助理教授。她在印度泰米爾納德邦的Manonmaniam Sundaranar大學獲得計算機科學與工程的博士、碩士及學士學位。她擁有21年的教學經驗。她的研究興趣包括機器學習、數位影像處理和資訊安全。她已發表超過20篇論文和1項專利。

**T. Ganesh Kumar** 目前擔任德里NCR的Galgotias大學計算科學與工程學院的副教授。他在印度泰米爾納德邦的Manonmaniam Sundaranar大學獲得計算機科學與工程的碩士學位。他在Manonmaniam Sundaranar大學完成了全日制的計算機科學與工程博士學位。他曾擔任兩個印度政府資助項目的共同研究者。他在許多知名的國際SCI和Scopus索引的期刊及會議上發表了多篇論文。他也是多本知名期刊的審稿人，並已在印度獲得超過10項專利。

**J. B Shajilin Loret** 目前擔任Francis Xavier工程學院資訊科技系的教授及系主任。她在安娜大學的金奈獲得資訊科技的學士學位，並在Manonmaniam Sundaranar大學獲得碩士學位。她在安娜大學金奈完成了無線網路的博士學位。她的研究領域包括無線網路和網路安全。她在工程學院擁有超過15年的教學經驗，並在知名期刊上發表了超過30篇論文。她還發表了3項印度專利，並是書籍章節的作者。

**Venkataraman Lakshmi** 於IIT Roorkee獲得學士學位，於愛荷華大學獲得環境工程碩士學位，並在普林斯頓大學獲得博士學位。他目前是系統工程與環境系的教授。他曾擔任史丹佛大學的Cox訪問教授。他發表了超過120篇文章和400次演講。他是多本期刊的副編輯和主編。

**Manish.T.I** 目前擔任SCMS工程與技術學院計算機科學與工程系的教授。他在印度泰米爾納德邦的Manonmaniam Sundaranar大學獲得計算機科學與工程的碩士學位，並在同一大學完成了博士學位。他曾擔任兩個印度政府資助項目的共同研究者，並在許多知名的國際SCI和Scopus索引的期刊及會議上發表了多篇論文。他也是多本知名期刊的審稿人，並在印度獲得了多項專利。

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