Sensor Data Analytics for Intelligent Healthcare Delivery
暫譯: 智慧醫療交付的感測數據分析

Karthick, G. S.

  • 出版商: CRC
  • 出版日期: 2025-10-22
  • 售價: $8,460
  • 貴賓價: 9.5$8,037
  • 語言: 英文
  • 頁數: 310
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032775467
  • ISBN-13: 9781032775463
  • 相關分類: Data-mining
  • 海外代購書籍(需單獨結帳)

商品描述

This book explores the transformative potential of sensor data analytics in healthcare, focusing on both real-time and streaming analytics applications in clinical and non-clinical environments. It introduces the foundations of sensor data collection and analytics, delving into data acquisition techniques, mining challenges, and the integration of wearable technologies. The book addresses key methodologies and real-world use cases, illustrating how sensor data can improve healthcare delivery, optimise operations, and enhance patient outcomes. It includes topics from algorithmic approaches to practical implementations across a variety of medical domains.

  • Covers fundamental concepts of sensor data acquisition, preprocessing, and real-time analysis for healthcare systems.
  • Examines the role of wearables in continuous monitoring and their analytics use in clinical workflows.
  • Addresses the challenges and techniques for handling streaming data in dynamic healthcare environments.
  • Explores machine learning and data mining algorithms tailored to healthcare sensor data.
  • Provides examples across hospital operations, patient monitoring, diagnostics, and healthcare management.

This book is for researchers and practitioners in data science, healthcare informatics, biomedical engineering, and healthcare management.

商品描述(中文翻譯)

這本書探討了感測器數據分析在醫療保健中的轉型潛力,重點關注臨床和非臨床環境中的即時和串流分析應用。它介紹了感測器數據收集和分析的基礎,深入探討數據獲取技術、挖掘挑戰以及可穿戴技術的整合。這本書針對關鍵方法論和實際案例,說明了感測器數據如何改善醫療服務、優化運營並提升病人結果。內容涵蓋了從算法方法到各種醫療領域的實際實施。

- 涵蓋醫療系統中感測器數據獲取、預處理和即時分析的基本概念。
- 檢視可穿戴設備在持續監測中的角色及其在臨床工作流程中的分析應用。
- 討論在動態醫療環境中處理串流數據的挑戰和技術。
- 探索針對醫療感測器數據的機器學習和數據挖掘算法。
- 提供有關醫院運營、病人監測、診斷和醫療管理的範例。

這本書適合數據科學、醫療資訊學、生物醫學工程和醫療管理領域的研究人員和實務工作者。

作者簡介

G.S.Karthick is currently working as an Assistant Professor in the Department of Software Systems, PSG College of Arts & Science, Coimbatore, India. Previously, he worked as a Research Fellow under the DST-ICPS Project from April 2019 to March 2022 in the Department of Computer Science, School of Computer Science and Engineering, Bharathiar University, Coimbatore, India. Also, he worked as an Assistant Professor in the Department of Computer Science, Sri Ramakrishna College of Arts and Science, Coimbatore, India. He received his Ph.D. in Computer Science from Bharathiar University (University Department) in February 2023. He topped the Post-Graduation with Gold Medal in 2017 from Bharathiar University, Coimbatore, India. He topped Under-Graduation with an exemplary performance from SNR Sons College, Coimbatore, India, and also aced three subjects to receive gold medals in 2015. He has qualified UGC-NET Computer Science and Applications in December 2020. Further, he has visited many institutions and universities as a resource person at various events. He has received an Indian Patent Grant for his innovative contribution to the field of Wireless Networks and the Internet of Things. He has published research papers in international journals and presented papers at International and National Conferences. He has published many book chapters and in addition, he has edited four books and authored two books. He is an Associate Editor of IJHISI, IJITN and IJEHMC. Also, he is an active reviewer in high-standard journals and many peer-reviewed journals. He has received many awards and rewards for his achievements in academic and research careers. His areas of specialization are Machine Learning, the Internet of Things, Wireless Sensor Networks, and Analysis of Algorithms. His current research interests focus on the recent developments in the healthcare internet of things and machine learning algorithms.

作者簡介(中文翻譯)

G.S.Karthick 目前擔任印度科印巴多爾 PSG 藝術與科學學院軟體系統系的助理教授。之前,他於 2019 年 4 月至 2022 年 3 月期間在印度科印巴多爾 Bharathiar 大學計算機科學與工程學院的計算機科學系擔任 DST-ICPS 項目的研究員。此外,他還曾在印度科印巴多爾 Sri Ramakrishna 藝術與科學學院的計算機科學系擔任助理教授。他於 2023 年 2 月獲得 Bharathiar 大學(大學部)計算機科學博士學位。他在 2017 年以優異成績獲得 Bharathiar 大學的碩士金獎。他在 2015 年以卓越表現從 SNR Sons 學院獲得學士學位,並在三門科目中表現優異,獲得金獎。他於 2020 年 12 月通過 UGC-NET 計算機科學與應用考試。此外,他曾作為資源人員參加多個機構和大學的各類活動。他因在無線網路和物聯網領域的創新貢獻而獲得印度專利授權。他在國際期刊上發表了研究論文,並在國際和國內會議上發表論文。他出版了多篇書籍章節,並編輯了四本書籍,還撰寫了兩本書籍。他是 IJHISI、IJITN 和 IJEHMC 的副編輯。此外,他還是多本高標準期刊和許多同行評審期刊的活躍審稿人。他因在學術和研究生涯中的成就獲得了多項獎項和獎勵。他的專業領域包括機器學習、物聯網、無線感測器網路和演算法分析。他目前的研究興趣集中在醫療物聯網和機器學習演算法的最新發展上。