AI and Data Science in Precision Medicine, Predictive Analytics, and Medical Practice
暫譯: 精準醫療、預測分析與醫療實踐中的人工智慧與數據科學
Boubaker, Olfa, Boussarsar, Mohamed
- 出版商: Academic Press
- 出版日期: 2026-05-07
- 售價: $6,190
- 貴賓價: 9.5 折 $5,880
- 語言: 英文
- 頁數: 494
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443365547
- ISBN-13: 9780443365546
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相關分類:
Machine Learning、Data-mining
海外代購書籍(需單獨結帳)
商品描述
AI and Data Science in Precision Medicine, Predictive Analytics, and Medical Practice examines the transformative role of AI and data science in improving diagnosis, treatment, and healthcare delivery. It shows how machine learning, deep learning, and advanced signal and image analysis enable breakthroughs in genomics, multi-omics integration, biomedical imaging, EEG-based seizure prediction, and real-time physiological monitoring. The book highlights AI-driven stratification of complex syndromes such as sepsis, stroke, and acute respiratory distress syndrome, demonstrating how data-driven models support early detection, personalized interventions, and actionable clinical decisions.
The volume also presents system-level innovations, including AI-based forecasting for dialysis, blood supply management, and telemedicine optimization. It addresses ethical and regulatory challenges, fairness, transparency, data governance, and clinical validation, providing a practical roadmap for healthcare professionals, engineers, researchers, and policymakers. By integrating responsible, human-centered AI into precision medicine, the book illustrates clear pathways to enhance patient care, improve outcomes, and promote equitable healthcare.
The volume also presents system-level innovations, including AI-based forecasting for dialysis, blood supply management, and telemedicine optimization. It addresses ethical and regulatory challenges, fairness, transparency, data governance, and clinical validation, providing a practical roadmap for healthcare professionals, engineers, researchers, and policymakers. By integrating responsible, human-centered AI into precision medicine, the book illustrates clear pathways to enhance patient care, improve outcomes, and promote equitable healthcare.
商品描述(中文翻譯)
《AI 與數據科學在精準醫療、預測分析及醫療實踐中的應用》探討了 AI 和數據科學在改善診斷、治療和醫療服務中的變革性角色。它展示了機器學習、深度學習以及先進的信號和影像分析如何促進基因組學、多組學整合、生物醫學影像、基於 EEG 的癲癇預測和即時生理監測的突破。本書強調了 AI 驅動的複雜綜合症(如敗血症、中風和急性呼吸窘迫症候群)的分層,展示了數據驅動模型如何支持早期檢測、個性化干預和可行的臨床決策。
本書還介紹了系統層級的創新,包括基於 AI 的透析預測、血液供應管理和遠程醫療優化。它針對倫理和監管挑戰、公平性、透明度、數據治理和臨床驗證進行探討,為醫療專業人員、工程師、研究人員和政策制定者提供了一個實用的路線圖。通過將負責任的人本 AI 整合到精準醫療中,本書展示了增強病人護理、改善結果和促進公平醫療的明確途徑。