Generative AI in Neurology: Advancing Neurodegenerative Disease Treatment
暫譯: 神經學中的生成式人工智慧:推進神經退行性疾病治療

Kumar Reddy, C. Kishor, Nag, Anindya, Pamulaparty, Lavanya

  • 出版商: CRC
  • 出版日期: 2025-11-28
  • 售價: $7,030
  • 貴賓價: 9.5$6,679
  • 語言: 英文
  • 頁數: 366
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1041082150
  • ISBN-13: 9781041082156
  • 相關分類: GAN 生成對抗網絡
  • 海外代購書籍(需單獨結帳)

商品描述

This book comprehensively explores the intersection between AI and neurology, focusing on the application of generative models in diagnosing, treating, and managing neurodegenerative diseases. It includes principles of generative AI, its function in neuroimaging, biomarker identification, medication development, and tailored treatment options. It examines how these advanced AI approaches are leveraged to increase the detection and treatment of neurodegenerative illnesses. The concepts are supported by case studies and examples.

Features:

  • Focusses on the emerging field of generative models in neurology.
  • Presents interdisciplinary approach bridging AI and medical applications.
  • Examines the ability of neural diffusion models to generate genuine data to enhance healthcare AI.
  • Discusses tools for the adaptation and augmentation of medical images and healthcare data domains.
  • Includes case studies and practical impacts.

This book is aimed at graduate students and researchers in biomedical and computer engineering, artificial intelligence, health informatics.

商品描述(中文翻譯)

這本書全面探討了人工智慧(AI)與神經學之間的交集,重點在於生成模型在診斷、治療和管理神經退行性疾病中的應用。內容包括生成式 AI 的原則、其在神經影像學中的功能、生物標記的識別、藥物開發以及量身定制的治療選項。書中探討了這些先進的 AI 方法如何被利用來提高神經退行性疾病的檢測和治療。這些概念由案例研究和實例支持。

特色:
- 專注於神經學中生成模型的嶄新領域。
- 提出跨學科的方法,橋接 AI 與醫療應用。
- 檢視神經擴散模型生成真實數據以增強醫療 AI 的能力。
- 討論醫療影像和健康數據領域的適應與增強工具。
- 包含案例研究和實際影響。

這本書的目標讀者為生物醫學與計算機工程、人工智慧、健康資訊學的研究生和研究人員。

作者簡介

C Kishor Kumar Reddy is Associate Professor of the Deptartment of Computer Science and Engineering, Stanley College of Engineering and Technology for Women, Hyderabad, India. He has research and teaching experience of more than 12 years. He has published more than 125+ research papers in national and international conferences, book chapters, and journals indexed by Scopus and others. He has authored 2 textbooks and 20+ edited books. He is the member of ACM, ISTE, CSI, IAENG, UACEE, IACSIT. His research areas include: Bioinformatics, Neuroscience, Remote Sensing, Deep Learning, and Intelligent Systems.

Anindya Nag is Lecturer in the Department of Computer Science and Engineering at the Northern University of Business and Technology in Khulna, Bangladesh. He obtained M.Sc. in Computer Science and Engineering from Khulna University in Khulna, Bangladesh, and B.Tech. in Computer Science and Engineering from Adamas University in Kolkata, India. His research focuses on health informatics, medical Internet of Things, neuroscience, and machine learning. He serves as a reviewer for numerous prestigious journals and international conferences. He has authored and co-authored about 53 publications, including journal articles, conference papers, and book chapters, and has co-edited nine books.

Lavanya Pamulaparty is Professor and Head of the Department of Computer Science and Engineering at Methodist College of Engineering and Technology since 2010. She is a B.E. graduate in Computer Science and Engineering from KITS, Nagpur University. She obtained her M. Tech in Software Engineering from Jawaharlal Nehru and Technological University (JNTUH), Hyderabad and Doctorate degree from JNTUH, Hyderabad in area of Data Mining. She has over 21 years of experience in the field of academic research and technological education. She has published 20 papers in various international and national journals and IEEE international / national conferences and has two patents. Her papers are indexed in Scopus and SCI. Her area of interest includes Artificial Intelligence and Machine Learning. She is an IEEE, CSI, and ISTE life member. She has organized international conferences ICPET-2016, 2018 and ICAISC-2022.

Mariya Ouaissa is Professor in Cybersecurity and Networks at Cadi Ayyad University and practitioner with industry and academic experience. She completed her Ph.D. in 2019 in Computer Science and Networks, at the Laboratory of Modelisation of Mathematics and Computer Science from ENSAM-Moulay Ismail University, Meknes, Morocco. She is a Networks and Telecoms Engineer, graduated in 2013 from National School of Applied Sciences Khouribga, Morocco. She is a Co-Founder and IT Consultant at IT Support and Consulting Center. She was working for School of Technology of Meknes Morocco as a Visiting Professor from 2013 to 2021. She is member of the International Association of Engineers and International Association of Online Engineering, and since 2021, she is an "ACM Professional Member". She is Expert Reviewer with Academic Exchange Information Centre (AEIC) and Brand Ambassador with Bentham Science. She has served and continues to serve on technical program and organizer committees of several conferences and events and has organized many Symposiums/Workshops/Conferences as a General Chair also as a reviewer of numerous international journals. Dr. Ouaissa has made contributions in the fields of information security and privacy, Internet of Things security, and wireless and constrained networks security. Her main research topics are IoT, M2M, D2D, WSN, cellular networks, and vehicular networks. She has published over 40 papers (book chapters, international journals, and conferences/workshops), 12 edited books, and 8 special issue as guest editor.

Marlia Mohd Hanafiah is Professor and Head, Centre for Tropical Climate Change System, Institute of Climate Change, The National University of Malaysia, Malaysia. Her areas of research expertise include Life Cycle Impact Assessment (LCA) and Environmental Foot printing of Green Materials and Energy, Environmental Engineering, Wastewater Treatment & Water Management, Green Technology and Sustainability. She has a total academic teaching experience of 15+ years with more than 170 publications in reputed journals and online book chapter contributions (indexed by: SCI, SCIE, SSCI, Scopus, DBLP). She received research grant and consultation (as project leader and a team member) of more than RM 7 million.

作者簡介(中文翻譯)

C Kishor Kumar Reddy 是印度海得拉巴斯坦利女子工程與技術學院計算機科學與工程系的副教授。他擁有超過12年的研究和教學經驗。他在國內外會議、書籍章節和被Scopus等索引的期刊上發表了超過125篇研究論文。他是2本教科書和20本以上編輯書籍的作者。他是ACM、ISTE、CSI、IAENG、UACEE和IACSIT的成員。他的研究領域包括:生物資訊學、神經科學、遙感、深度學習和智能系統。

Anindya Nag 是孟加拉國庫爾納北方商業與技術大學計算機科學與工程系的講師。他在孟加拉國庫爾納大學獲得計算機科學與工程碩士學位,並在印度加爾各答的阿達馬斯大學獲得計算機科學與工程學士學位。他的研究重點是健康資訊學、醫療物聯網、神經科學和機器學習。他擔任多本知名期刊和國際會議的審稿人。他已發表和共同發表約53篇出版物,包括期刊文章、會議論文和書籍章節,並共同編輯了九本書籍。

Lavanya Pamulaparty 自2010年以來擔任衛理公會工程與技術學院計算機科學與工程系的教授及系主任。她是來自納格浦爾大學KITS的計算機科學與工程學士畢業生。她在海得拉巴的賈瓦哈拉爾尼赫魯科技大學(JNTUH)獲得軟體工程碩士學位,並在JNTUH獲得數據挖掘領域的博士學位。她在學術研究和技術教育領域擁有超過21年的經驗。她在各種國際和國內期刊及IEEE國際/國內會議上發表了20篇論文,並擁有兩項專利。她的論文被Scopus和SCI索引。她的研究興趣包括人工智慧和機器學習。她是IEEE、CSI和ISTE的終身會員。她曾組織國際會議ICPET-2016、2018和ICAISC-2022。

Mariya Ouaissa 是卡迪阿亞德大學的網路與網路安全教授,並擁有行業和學術經驗。她於2019年在摩洛哥梅克內斯的ENSAM-穆萊伊斯馬伊大學的數據科學與網路實驗室獲得計算機科學與網路的博士學位。她是一名網路和電信工程師,於2013年畢業於摩洛哥庫里卜加國立應用科學學校。她是IT支持與諮詢中心的共同創辦人和IT顧問。她曾於2013年至2021年擔任摩洛哥梅克內斯技術學院的訪問教授。她是國際工程師協會和國際在線工程協會的成員,自2021年以來,她是“ACM專業會員”。她是學術交流資訊中心(AEIC)的專家審稿人,並擔任Bentham Science的品牌大使。她曾在多個會議和活動的技術程序及組織委員會中服務,並作為總主席組織了許多研討會/工作坊/會議,同時也是多本國際期刊的審稿人。Ouaissa博士在資訊安全和隱私、物聯網安全以及無線和受限網路安全領域做出了貢獻。她的主要研究主題包括物聯網(IoT)、機器對機器(M2M)、設備對設備(D2D)、無線傳感器網路(WSN)、行動網路和車輛網路。她已發表超過40篇論文(書籍章節、國際期刊和會議/工作坊),編輯了12本書籍,並作為客座編輯編輯了8期特刊。

Marlia Mohd Hanafiah 是馬來西亞國立大學氣候變化系統熱帶氣候變化中心的教授及主任。她的研究專長包括綠色材料和能源的生命週期影響評估(LCA)和環境足跡、環境工程、廢水處理與水管理、綠色技術和可持續性。她擁有超過15年的學術教學經驗,並在知名期刊上發表了超過170篇出版物和在線書籍章節(索引:SCI、SCIE、SSCI、Scopus、DBLP)。她獲得了超過700萬馬幣的研究資助和諮詢(作為項目負責人和團隊成員)。