Explainable Artificial Intelligence for Trustworthy Decisions in Smart Applications
暫譯: 可解釋的人工智慧：在智慧應用中做出可信賴的決策
Bizon, Nicu, Appasani, Bhargav
商品描述
This book introduces readers to the field of explainable artificial intelligence (XAI), which aims to make AI models more transparent and trustworthy. It explores how XAI can enhance trust and confidence in AI models and their decisions across various innovative applications in fields such as healthcare, finance, and engineering, where AI can significantly impact quality of life.
Readers will discover emerging trends related to XAI--such as large language models, generative AI, and natural language processing--that are transforming the landscape of AI research and applications. Featuring an interdisciplinary overview, the book examines the state of the art, challenges, and opportunities in XAI, accompanied by clear examples and detailed explanations of its methods and techniques. The book also offers a balanced perspective on the limitations and trade-offs of XAI and outlines future directions and opportunities for both research and practice. This book is intended for anyone who wants to learn more about XAI and understand how it can enhance trust in AI models.商品描述(中文翻譯)
這本書向讀者介紹可解釋的人工智慧（XAI）領域，旨在使人工智慧模型更加透明和可信。它探討了XAI如何增強對人工智慧模型及其決策的信任和信心，並在醫療、金融和工程等各種創新應用中，人工智慧能顯著影響生活品質。
讀者將發現與XAI相關的新興趨勢，例如大型語言模型、生成式人工智慧和自然語言處理，這些趨勢正在改變人工智慧研究和應用的格局。這本書提供了跨學科的概述，檢視XAI的最新技術、挑戰和機會，並附有清晰的例子和詳細的解釋其方法和技術。
本書還提供了對XAI的限制和權衡的平衡觀點，並概述了未來研究和實踐的方向和機會。本書適合任何想要深入了解XAI並理解其如何增強對人工智慧模型信任的人士。
作者簡介
Nicu Bizon (IEEE M'06; SM'16), was born in Albesti de Muscel, Arges county, Romania, 1961. He received the B.S. degree in electronic engineering from the University "Polytechnic" of Bucharest, Romania, in 1986, and the PhD degree in Automatic Systems and Control from the same university, in 1996. From 1996 to 1989, he was in hardware design with the Dacia Renault SA, Romania. He is currently professor with the National University of Science and Technology POLITEHNICA Bucharest, Pitești University Centre, Romania. He received two awards from Romanian Academy, in 2013 and 2016. He is editor of 17 books and more than 600 papers in scientific fields related to Energy. His current research interests include power electronic converters, fuel cell and electric vehicles, renewable energy, energy storage system, microgrids, and control and optimization of these systems.
Bhargav Appasani received the Ph.D. (Engg.) degree from the Birla Institute of Technology, Mesra, India. He is currently an Associate Professor at the School of Electronics Engineering, KIIT University, Bhubaneswar, India. He has published more than 170 articles in international journals and conference proceedings and has also contributed six book chapters with Springer and Elsevier. Additionally, he has authored four books--two with Springer, one with CRC and one with Nova Science Publishers--and is currently editing two more books, one by CRC Press and the other by Elsevier. He also has four patents filed to his credit. He serves as an academic editor for the Journal of Electrical and Computer Engineering (Wiley) and Applied Computational Intelligence and Soft Computing (Wiley), and Scientific Reports (Springer).
作者簡介(中文翻譯)
Nicu Bizon (IEEE M'06; SM'16) 於1961年出生於羅馬尼亞阿爾貝斯蒂德穆斯切爾（Albesti de Muscel），阿爾傑什縣。他於1986年獲得羅馬尼亞布加勒斯特「理工大學」（University 'Polytechnic' of Bucharest）電子工程學士學位，並於1996年在同一所大學獲得自動系統與控制的博士學位。從1996年到1989年，他在羅馬尼亞的Dacia Renault SA從事硬體設計。目前，他是羅馬尼亞布加勒斯特國立科技大學（National University of Science and Technology POLITEHNICA Bucharest）皮特什蒂大學中心的教授。他於2013年和2016年獲得羅馬尼亞科學院的兩項獎項。他編輯了17本書籍和600多篇與能源相關的科學論文。他目前的研究興趣包括電力電子轉換器、燃料電池和電動車、可再生能源、能源儲存系統、微電網，以及這些系統的控制與優化。
Bhargav Appasani 獲得印度梅斯拉比爾拉科技學院（Birla Institute of Technology, Mesra）的博士（工程）學位。他目前是印度布巴內斯瓦爾KIIT大學電子工程學院的副教授。他在國際期刊和會議論文集中發表了170多篇文章，並與Springer和Elsevier合作撰寫了六個書章。此外，他還著有四本書籍——兩本與Springer合作，一本與CRC合作，另一本與Nova Science Publishers合作——並且目前正在編輯另外兩本書，一本由CRC Press出版，另一個由Elsevier出版。他還擁有四項專利。他擔任《電氣與計算機工程期刊》（Journal of Electrical and Computer Engineering, Wiley）、《應用計算智能與軟計算》（Applied Computational Intelligence and Soft Computing, Wiley）以及《科學報告》（Scientific Reports, Springer）的學術編輯。
