Limits of AI - Theoretical, Practical, Ethical

Mainzer, Klaus, Kahle, Reinhard

  • 出版商: Springer
  • 出版日期: 2024-04-01
  • 售價: $1,260
  • 貴賓價: 9.5$1,197
  • 語言: 英文
  • 頁數: 158
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3662682893
  • ISBN-13: 9783662682890
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

商品描述

Artificial intelligence is a key technology with great expectations in science, industry, and everyday life. This book discusses both the perspectives and the limitations of this technology. This concerns the practical, theoretical, and conceptual challenges that AI has to face. In an early phase of symbolic AI, AI focused on formal programs (e.g., expert systems), in which rule-based knowledge was processed with the help of symbolic logic. Today, AI is dominated by statistics-based machine learning methods and Big Data. While this sub-symbolic AI is extremely successful (e.g., chatbots like ChatGPT), it is often not transparent. The book argues for explainable and reliable AI, in which the logical and mathematical foundations of AI-algorithms become understandable and verifiable.

商品描述(中文翻譯)

人工智慧是一項在科學、工業和日常生活中期望很高的關鍵技術。本書討論了這項技術的觀點和限制。這涉及到人工智慧所面臨的實際、理論和概念上的挑戰。在符號式人工智慧的早期階段,人工智慧專注於形式化程式(例如專家系統),其中基於規則的知識是通過符號邏輯來處理的。如今,人工智慧主要由基於統計的機器學習方法和大數據所主導。雖然這種次符號式人工智慧非常成功(例如像ChatGPT這樣的聊天機器人),但它通常不具透明性。本書主張可解釋和可靠的人工智慧,其中人工智慧算法的邏輯和數學基礎變得可理解和可驗證。

作者簡介

About the AuthorsKlaus Mainzer teaches as Emeritus of Excellence at the Technical University of Munich and as Senior Professor at the Carl Friedrich von Weizsäcker Center at the University of Tübingen. He is President of the European Academy of Sciences and Arts. His research focuses on complexity and computability theory, foundations of artificial intelligence, philosophy of science and technology, future issues of the technical-scientific world.

Reinhard Kahle is Carl Friedrich von Weizsäcker Endowed Professor of Theory and History of Science at the University of Tübingen. His research interests include proof theory and the history and philosophy of modern mathematical logic, foundations of computer science and the philosophical reflection of science as currently propagated in artificial intelligence.

作者簡介(中文翻譯)

關於作者
Klaus Mainzer 是慕尼黑工業大學的卓越名譽教授,也是圖賓根大學卡爾·弗里德里希·馮·魏茨澤克中心的高級教授。他是歐洲科學與藝術學院的主席。他的研究專注於複雜性和可計算性理論、人工智能基礎、科學和技術哲學,以及技術科學世界的未來議題。

Reinhard Kahle 是圖賓根大學卡爾·弗里德里希·馮·魏茨澤克基金教授,專攻科學理論和歷史研究。他的研究興趣包括證明理論、現代數學邏輯的歷史和哲學、計算機科學基礎,以及人工智能中目前推廣的科學哲學反思。