The Role of Generative AI in Cognitive Diseases Diagnosis, Treatment Planning, and Future Healthcare
暫譯: 生成式人工智慧在認知疾病診斷、治療規劃及未來醫療中的角色

Dixit, Manish, Bhatele, Kirti Raj, Ahmad, Mohammad Tauheed

  • 出版商: Springer
  • 出版日期: 2026-05-12
  • 售價: $8,140
  • 貴賓價: 9.5$7,733
  • 語言: 英文
  • 頁數: 519
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3032187818
  • ISBN-13: 9783032187819
  • 相關分類: GAN 生成對抗網絡DeepLearning
  • 海外代購書籍(需單獨結帳)

商品描述

This book provides an in-depth exploration of how generative AI is transforming the diagnosis, treatment planning, and future of cognitive healthcare. By integrating cutting-edge artificial intelligence with medical science, it highlights how AI-driven innovations are enhancing early detection, intervention strategies, and personalized treatment for neurological disorders such as Alzheimer's, Parkinson's, and dementia.

Cognitive diseases pose significant challenges due to late-stage diagnoses, limited treatment efficacy, and the complexity of neurological disorders. This book addresses these critical issues by showcasing the role of AI-generated medical imaging, synthetic data, and biomarker discovery in improving diagnostic accuracy and advancing research. It introduces AI-powered digital twins, neuro rehabilitation, and cognitive therapy, demonstrating how machine learning models can predict disease progression and optimize patient care.

Readers will gain insights into how AI is reshaping healthcare workflows, from GANs, VAEs, and diffusion models in medical imaging to AI-assisted patient monitoring and rehabilitation programs. Ethical considerations, such as bias in AI models, patient privacy, and regulatory frameworks, are also discussed, ensuring a balanced perspective on AI adoption in healthcare.

Designed for an interdisciplinary audience, this book serves as both an academic reference and a practical guide for medical professionals, AI researchers, healthcare innovators, and policymakers. Whether you are a clinician looking to integrate AI into your practice, a researcher exploring AI applications in medicine, or a technology leader shaping the future of healthcare, this book equips you with the knowledge to harness generative AI for improved cognitive disease management.

商品描述(中文翻譯)

這本書深入探討了生成式人工智慧如何改變認知健康護理的診斷、治療規劃和未來。通過將尖端的人工智慧與醫學科學相結合,強調了人工智慧驅動的創新如何增強對阿茲海默症、帕金森病和癡呆等神經疾病的早期檢測、介入策略和個性化治療。

認知疾病因晚期診斷、有限的治療效果以及神經疾病的複雜性而帶來重大挑戰。本書通過展示人工智慧生成的醫學影像、合成數據和生物標記發現在提高診斷準確性和推進研究中的作用,來解決這些關鍵問題。它介紹了人工智慧驅動的數位雙胞胎、神經康復和認知療法,展示了機器學習模型如何預測疾病進展並優化病人護理。

讀者將深入了解人工智慧如何重塑醫療工作流程,從生成對抗網路(GANs)、變分自編碼器(VAEs)和擴散模型在醫學影像中的應用,到人工智慧輔助的病人監測和康復計劃。本書還討論了倫理考量,例如人工智慧模型中的偏見、病人隱私和監管框架,確保對人工智慧在醫療領域採用的平衡觀點。

本書旨在為跨學科的讀者而設,既是學術參考資料,也是醫療專業人員、人工智慧研究者、醫療創新者和政策制定者的實用指南。無論您是希望將人工智慧整合到實踐中的臨床醫生、探索人工智慧在醫學中應用的研究者,還是塑造醫療未來的技術領導者,本書都將為您提供利用生成式人工智慧改善認知疾病管理的知識。