Federated Learning in Metaverse Healthcare: Personalized Medicine and Wellness
暫譯: 元宇宙醫療中的聯邦學習:個人化醫療與健康管理

Mahajan, Shubham, Moy Chatterjee, Jyotir

  • 出版商: Academic Press
  • 出版日期: 2025-09-15
  • 售價: $6,000
  • 貴賓價: 9.5$5,700
  • 語言: 英文
  • 頁數: 388
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0443337896
  • ISBN-13: 9780443337895
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

Federated Learning in Metaverse Healthcare: Personalized Medicine and Wellness explores the integration of the metaverse with healthcare, offering immersive experiences and personalized care. The book introduces federated learning, emphasizing its advantages over traditional centralized machine learning in healthcare. It provides a historical context and discusses the technological advancements that led to the emergence of metaverse healthcare. Privacy-preserving methods crucial for protecting sensitive healthcare data within federated learning environments are also examined, underscoring the importance of secure communication protocols. Other important points include the transformation of healthcare delivery through virtual environments, remote consultations, and immersive experiences.

The role of telemedicine in facilitating remote diagnostics and consultations via virtual platforms, and the applications of augmented reality wearables for real-time health monitoring and wellness tracking are detailed. Additionally, the book discusses federated learning's ability to deliver personalized treatment plans tailored to individual patient needs, its role in predictive modeling for disease risks and prevention, as well as virtual health coaches offering personalized guidance for wellness management. The challenges and ethical dilemmas of metaverse healthcare and federated learning, along with potential solutions, are also considered.

商品描述(中文翻譯)

元宇宙醫療中的聯邦學習:個人化醫療與健康》探討了元宇宙與醫療保健的整合,提供沉浸式體驗和個人化護理。這本書介紹了聯邦學習,強調其在醫療保健中相較於傳統集中式機器學習的優勢。它提供了歷史背景,並討論了促成元宇宙醫療出現的技術進步。書中還檢視了在聯邦學習環境中保護敏感醫療數據的隱私保護方法,強調安全通信協議的重要性。其他重要觀點包括透過虛擬環境轉變醫療服務的交付方式、遠程諮詢和沉浸式體驗。

書中詳細說明了遠程醫療在虛擬平台上促進遠程診斷和諮詢的角色,以及增強現實可穿戴設備在實時健康監測和健康追蹤中的應用。此外,書中還討論了聯邦學習提供針對個別病人需求量身定制的個人化治療計劃的能力、在疾病風險和預防的預測建模中的角色,以及虛擬健康教練提供個人化健康管理指導的功能。書中還考慮了元宇宙醫療和聯邦學習的挑戰與倫理困境,以及潛在的解決方案。