Demystifying Big Data, Machine Learning, and Deep Learning for Healthcare Analytics
暫譯: 揭開大數據、機器學習與深度學習在醫療分析中的神秘面紗

N, Pradeep, Kautish, Sandeep, Peng, Sheng-Lung

  • 出版商: Academic Press
  • 出版日期: 2021-06-14
  • 售價: $6,150
  • 貴賓價: 9.5$5,843
  • 語言: 英文
  • 頁數: 374
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0128216336
  • ISBN-13: 9780128216330
  • 相關分類: 大數據 Big-dataMachine LearningDeepLearning
  • 海外代購書籍(需單獨結帳)

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商品描述

Demystifying Big Data, Machine Learning, and Deep Learning for Healthcare Analytics presents the changing world of data utilization, especially in clinical healthcare. Various techniques, methodologies, and algorithms are presented in this book to organize data in a structured manner that will assist physicians in the care of patients and help biomedical engineers and computer scientists understand the impact of these techniques on healthcare analytics. The book is divided into two parts: Part 1 covers big data aspects such as healthcare decision support systems and analytics-related topics. Part 2 focuses on the current frameworks and applications of deep learning and machine learning, and provides an outlook on future directions of research and development. The entire book takes a case study approach, providing a wealth of real-world case studies in the application chapters to act as a foundational reference for biomedical engineers, computer scientists, healthcare researchers, and clinicians.

商品描述(中文翻譯)

《揭開大數據、機器學習與深度學習在醫療分析中的神秘面紗》介紹了數據利用的變化世界,特別是在臨床醫療領域。本書呈現了各種技術、方法論和算法,以結構化的方式組織數據,幫助醫生照顧病人,並幫助生物醫學工程師和計算機科學家理解這些技術對醫療分析的影響。本書分為兩個部分:第一部分涵蓋大數據的各個方面,例如醫療決策支持系統和與分析相關的主題。第二部分專注於深度學習和機器學習的當前框架和應用,並提供未來研究與發展方向的展望。整本書採用案例研究的方法,在應用章節中提供大量真實世界的案例研究,作為生物醫學工程師、計算機科學家、醫療研究人員和臨床醫生的基礎參考。