Explainable Artificial Intelligence for Trustworthy Decisions in Smart Applications
暫譯: 智慧應用程式中值得信賴決策的可解釋人工智慧
Bizon, Nicu, Appasani, Bhargav
- 出版商: Springer
- 出版日期: 2026-10-03
- 售價: $8,260
- 貴賓價: 9.5 折 $7,847
- 語言: 英文
- 頁數: 415
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031970098
- ISBN-13: 9783031970092
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相關分類:
Machine Learning、Large language model、Natural Language Processing
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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)
本書將讀者帶入可解釋人工智慧(Explainable Artificial Intelligence,XAI)領域,旨在讓 AI 模型更加透明且值得信賴。本書探討 XAI 如何在醫療、金融與工程等領域的各種創新應用中,提升人們對 AI 模型及其決策的信任與信心;在這些領域中,AI 可能對生活品質產生重大影響。
讀者將了解與 XAI 相關的新興趨勢,例如大型語言模型(large language models)、生成式 AI(generative AI)與自然語言處理(natural language processing)。這些技術正逐步改變 AI 研究與應用的整體面貌。本書以跨學科的觀點,檢視 XAI 的最新發展、所面臨的挑戰與潛在機會,並搭配清楚的範例及詳細說明,介紹其方法與技術。
本書也以均衡的觀點探討 XAI 的限制與取捨,並闡述未來在研究與實務方面的發展方向與機會。本書適合所有希望深入了解 XAI,並理解其如何提升對 AI 模型信任程度的讀者。
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傑什縣的 Albesti de Muscel。他於 1986 年取得羅馬尼亞布加勒斯特「Polytechnic」大學電子工程學士學位,並於 1996 年取得同校自動化系統與控制博士學位。1996 年至 1989 年間,他任職於羅馬尼亞 Dacia Renault SA,從事硬體設計工作。目前,他是羅馬尼亞 National University of Science and Technology POLITEHNICA Bucharest 旗下 Pitești University Centre 的教授。他於 2013 年及 2016 年兩度獲得 Romanian Academy 頒發的獎項。他曾擔任 17 本書的編輯,並發表超過 600 篇與能源相關科學領域的論文。目前的研究興趣包括電力電子轉換器、燃料電池與電動車、再生能源、能源儲存系統、微電網,以及這些系統的控制與最佳化。
Bhargav Appasani 於印度 Birla Institute of Technology, Mesra 取得工程博士學位。目前,他是印度 Bhubaneswar 的 KIIT University 電子工程學院副教授。他已在國際期刊與研討會論文集發表超過 170 篇文章,並為 Springer 與 Elsevier 撰寫了 6 個書籍章節。此外,他已著有 4 本書——其中 2 本由 Springer 出版、1 本由 CRC 出版、1 本由 Nova Science Publishers 出版——目前也正在編輯另外 2 本書,分別由 CRC Press 與 Elsevier 出版。他目前已有 4 項專利申請案。他擔任 Journal of Electrical and Computer Engineering(Wiley)、Applied Computational Intelligence and Soft Computing(Wiley)以及 Scientific Reports(Springer)的學術編輯。