Rational Machines and Artificial Intelligence
暫譯: 理性機器與人工智慧
Marwala, Tshilidzi
- 出版商: Academic Press
- 出版日期: 2021-03-31
- 售價: $6,150
- 貴賓價: 9.5 折 $5,843
- 語言: 英文
- 頁數: 270
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0128206764
- ISBN-13: 9780128206768
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相關分類:
人工智慧
海外代購書籍(需單獨結帳)
商品描述
Intelligent machines are populating our social, economic and political spaces. These intelligent machines are powered by Artificial Intelligence technologies such as deep learning. They are used in decision making. One element of decision making is the issue of rationality. Regulations such as the General Data Protection Regulation (GDPR) require that decisions that are made by these intelligent machines are explainable. Rational Machines and Artificial Intelligence proposes that explainable decisions are good but the explanation must be rational to prevent these decisions from being challenged. Noted author Tshilidzi Marwala studies the concept of machine rationality and compares this to the rationality bounds prescribed by Nobel Laureate Herbert Simon and rationality bounds derived from the work of Nobel Laureates Richard Thaler and Daniel Kahneman. Rational Machines and Artificial Intelligence describes why machine rationality is flexibly bounded due to advances in technology. This effectively means that optimally designed machines are more rational than human beings. Readers will also learn whether machine rationality can be quantified and identify how this can be achieved. Furthermore, the author discusses whether machine rationality is subjective. Finally, the author examines whether a population of intelligent machines collectively make more rational decisions than individual machines. Examples in biomedical engineering, social sciences and the financial sectors are used to illustrate these concepts.
商品描述(中文翻譯)
智慧機器正在進入我們的社會、經濟和政治領域。這些智慧機器是由人工智慧技術驅動的,例如深度學習。它們被用於決策過程中。決策的一個要素是理性問題。像一般資料保護條例(GDPR)這樣的法規要求這些智慧機器所做的決策必須是可解釋的。《理性機器與人工智慧》提出可解釋的決策是好的,但解釋必須是理性的,以防止這些決策受到挑戰。著名作者 Tshilidzi Marwala 研究機器理性的概念,並將其與諾貝爾獎得主赫伯特·西蒙所規定的理性界限以及諾貝爾獎得主理查德·塞勒和丹尼爾·卡尼曼的研究中衍生的理性界限進行比較。《理性機器與人工智慧》描述了為什麼機器理性因技術進步而具有靈活的界限。這有效地意味著最佳設計的機器比人類更具理性。讀者還將學習機器理性是否可以量化,並識別如何實現這一點。此外,作者討論了機器理性是否是主觀的。最後,作者檢視了一群智慧機器是否比單獨的機器更能做出理性的決策。生物醫學工程、社會科學和金融領域的例子被用來說明這些概念。