Handbook on Intelligent Healthcare Analytics: Knowledge Engineering with Big Data
暫譯: 智慧醫療分析手冊:大數據知識工程

Jaya, A., Kalaiselvi, K., Goyal, Dinesh

  • 出版商: Wiley
  • 出版日期: 2022-06-01
  • 售價: $7,520
  • 貴賓價: 9.5$7,144
  • 語言: 英文
  • 頁數: 448
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1119791790
  • ISBN-13: 9781119791799
  • 相關分類: 大數據 Big-data
  • 海外代購書籍(需單獨結帳)

商品描述

HANDBOOK OF INTELLIGENT HEALTHCARE ANALYTICS

The book explores the various recent tools and techniques used for deriving knowledge from healthcare data analytics for researchers and practitioners.

The power of healthcare data analytics is being increasingly used in the industry. Advanced analytics techniques are used against large data sets to uncover hidden patterns, unknown correlations, market trends, customer preferences, and other useful information.

A Handbook on Intelligent Healthcare Analytics covers both the theory and application of the tools, techniques, and algorithms for use in big data in healthcare and clinical research. It provides the most recent research findings to derive knowledge using big data analytics, which helps to analyze huge amounts of real-time healthcare data, the analysis of which can provide further insights in terms of procedural, technical, medical, and other types of improvements in healthcare.

In addition, the reader will find in this Handbook:

  • Innovative hybrid machine learning and deep learning techniques applied in various healthcare data sets, as well as various kinds of machine learning algorithms existing such as supervised, unsupervised, semi-supervised, reinforcement learning, and guides how readers can implement the Python environment for machine learning;
  • An exploration of predictive analytics in healthcare;
  • The various challenges for smart healthcare, including privacy, confidentiality, authenticity, loss of information, attacks, etc., that create a new burden for providers to maintain compliance with healthcare data security. In addition, this book also explores various sources of personalized healthcare data and the commercial platforms for healthcare data analytics.

Audience
Healthcare professionals, researchers, and practitioners who wish to figure out the core concepts of smart healthcare applications and the innovative methods and technologies used in healthcare will all benefit from this book.

商品描述(中文翻譯)

智慧醫療分析手冊

本書探討了研究人員和實務工作者用於從醫療數據分析中獲取知識的各種最新工具和技術。

醫療數據分析的力量在業界中被越來越多地使用。先進的分析技術被應用於大型數據集,以揭示隱藏的模式、未知的相關性、市場趨勢、客戶偏好及其他有用的信息。

智慧醫療分析手冊 涵蓋了在醫療和臨床研究中使用大數據的工具、技術和算法的理論與應用。它提供了最新的研究成果,以利用大數據分析獲取知識,這有助於分析大量的即時醫療數據,這些分析可以在程序、技術、醫療及其他類型的改進方面提供進一步的見解。

此外,讀者在本手冊中將會發現:


  • 應用於各種醫療數據集的創新混合機器學習和深度學習技術,以及各種現有的機器學習算法,如監督式、非監督式、半監督式、強化學習,並指導讀者如何在Python環境中實現機器學習;
  • 對醫療預測分析的探索;
  • 智慧醫療面臨的各種挑戰,包括隱私、保密性、真實性、信息丟失、攻擊等,這些挑戰為提供者維持醫療數據安全的合規性帶來了新的負擔。此外,本書還探討了各種個性化醫療數據的來源及醫療數據分析的商業平台。

讀者對象
希望了解智慧醫療應用的核心概念以及在醫療中使用的創新方法和技術的醫療專業人員、研究人員和實務工作者都將從本書中受益。

作者簡介

A. Jaya, PhD, Professor in the Department of Computer Applications, B. S. Abdur Rahman Crescent Institute of Science and Technology, India. She has published more than 90 research articles in international journals.

K. Kalaiselvi, PhD, is a Professor and Head in the Department of Computer Science, School of Computing Sciences, Vels Institute of Science, Technology and Advanced Studies, Chennai, India. She has published more than 50 research articles in international journals.

Dinesh Goyal, PhD, is Principal at the Poornima Institute of Engineering & Technology, Jaipur, India. He has six patents published as well as six books and numerous articles.

Dhiya Al-Jumeily, PhD, is a professor of Artificial Intelligence and the Associate Dean of External Engagement for the Faculty of Engineering and Technology, Liverpool John Moores University, UK. He has published well over 200 peer-reviewed scientific publications, six books, and five book chapters. His current research is on decision support systems for self-management of health and disease.

作者簡介(中文翻譯)

A. Jaya, PhD, 印度B. S. Abdur Rahman Crescent科學與技術學院計算機應用系教授。她在國際期刊上發表了超過90篇研究文章。

K. Kalaiselvi, PhD, 是印度金奈Vels科學、技術與高等研究學院計算機科學系的教授及系主任。她在國際期刊上發表了超過50篇研究文章。

Dinesh Goyal, PhD, 是印度齋浦爾Poornima工程與技術學院的院長。他擁有六項已發表的專利,以及六本書和多篇文章。

Dhiya Al-Jumeily, PhD, 是英國利物浦約翰摩爾斯大學人工智慧教授及工程與技術學院外部參與副院長。他已發表超過200篇經過同行評審的科學出版物、六本書和五個書章。他目前的研究專注於健康與疾病自我管理的決策支持系統。