Cutting-Edge Artificial Intelligence Advances and Implications in Real-World Applications
暫譯: 前沿人工智慧進展及其在實際應用中的影響
Hussain, Walayat, López, Luis Martínez, Sahni, Manoj
相關主題
商品描述
Artificial intelligence (AI) is impacting industries worldwide by introducing new methods and altering traditional practices. This book examines AI's diverse effects, providing insights into its applications, challenges, and future prospects across education, healthcare, finance, and more.
The chapters explore how AI technologies, such as large language models, enhance feedback in higher education and influence legal studies while upholding academic integrity. A review of key technical approaches--knowledge-based systems, machine learning, and intelligent optimization--lays the groundwork for understanding AI's potential. Real-world examples illustrate AI's role in medical imaging, presenting new diagnostic methods and the use of language models for image interpretation. The book also discusses financial applications, including techniques for credit card fraud detection and forecasting natural gas prices using innovative models. Additionally, it covers personalized federated learning models, highlighting the importance of data privacy and security in AI's evolution.
This comprehensive guide is valuable for educators, researchers, practitioners, and students interested in AI's current and future developments. By combining theory with practical examples, the book offers readers a clear understanding of how AI affects various sectors, enabling them to engage effectively with this rapidly evolving field.
商品描述(中文翻譯)
人工智慧（AI）正在全球各行各業產生影響，透過引入新方法和改變傳統做法。本書探討了AI的多樣化影響，提供了其在教育、醫療、金融等領域的應用、挑戰和未來前景的見解。
各章節探討了AI技術，如大型語言模型，如何增強高等教育中的反饋並影響法律研究，同時維護學術誠信。對關鍵技術方法的回顧——知識基礎系統、機器學習和智能優化——為理解AI的潛力奠定了基礎。真實世界的例子展示了AI在醫學影像中的角色，提出了新的診斷方法以及使用語言模型進行影像解釋的應用。本書還討論了金融應用，包括信用卡詐騙檢測技術和使用創新模型預測天然氣價格。此外，它涵蓋了個性化聯邦學習模型，強調了數據隱私和安全在AI演進中的重要性。
這本全面的指南對於教育工作者、研究人員、實務工作者和對AI當前及未來發展感興趣的學生來說，都是非常有價值的。通過將理論與實際例子相結合，本書為讀者提供了清晰的理解，讓他們能夠有效地參與這個快速發展的領域。
作者簡介
Walayat Hussain received his PhD in Computer Systems from the University of Technology Sydney, Australia. He is currently an associate professor and the head of the Information Technology & Systems Discipline at Australian Catholic University, Australia. His research interests include AI, business intelligence, computational intelligence, and service computing.
Luis Martínez López received his PhD in Computer Sciences from the University of Granada, Granada, Spain, in 1999. He is currently a professor in the Department of Computer Science at the University of Jaén, Jaén, Spain. His research interests focus on fuzzy decision-making, linguistic preference modeling, fuzzy systems, decision support systems, and recommender systems.
Manoj Sahni received his PhD in Applied Mathematics from Jaypee Institute of Information Technology, Noida, India. He is currently a professor at the School of Technology, Pandit Deendayal Energy University, Gandhinagar, Gujarat, India. He exemplifies dedication and expertise as a distinguished mathematics educator and researcher, with over 20 years of invaluable contributions to teaching and scholarly inquiry.
Zhen-Song Chen is a senior member, IEEE. He received his PhD in Traffic and Transportation Planning and Management from the School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, China, in 2016. He is currently an associate professor and a Chutian Fellow in the School of Civil Engineering at Wuhan University. He has authored or coauthored more than 190 papers in reputed journals.
Jun Liu received his PhD in Information Engineering from Southwest Jiaotong University, Chengdu, China, in 1999. He is currently a professor of Artificial Intelligence and the director of the Artificial Intelligence Research Centre (AIRC) at the School of Computing, Ulster University. He has been actively working in the field of AI for many years.
作者簡介(中文翻譯)
Walayat Hussain 於澳洲悉尼科技大學獲得計算機系統博士學位。他目前是澳洲天主教大學資訊科技與系統學科的副教授及負責人。他的研究興趣包括人工智慧（AI）、商業智慧、計算智能和服務計算。
Luis Martínez López 於1999年在西班牙格拉納達大學獲得計算機科學博士學位。他目前是西班牙哈恩大學計算機科學系的教授。他的研究興趣集中在模糊決策、語言偏好建模、模糊系統、決策支持系統和推薦系統。
Manoj Sahni 於印度諾伊達的杰普伊資訊科技學院獲得應用數學博士學位。他目前是印度甘地納格爾的潘迪特·丁達雅能源大學技術學院的教授。他作為一位傑出的數學教育者和研究者，展現了奉獻精神和專業知識，擁有超過20年的寶貴教學和學術研究貢獻。
Zhen-Song Chen 是IEEE的資深會員。他於2016年在中國成都的西南交通大學交通與運輸規劃與管理學院獲得博士學位。他目前是武漢大學土木工程學院的副教授及楚天學者。他在知名期刊上發表或共同發表了超過190篇論文。
Jun Liu 於1999年在中國成都的西南交通大學獲得資訊工程博士學位。他目前是阿爾斯特大學計算學院的人工智慧教授及人工智慧研究中心（AIRC）主任。他在人工智慧領域活躍多年。
