Socially Responsible Ai: Theories and Practices
Cheng, Lu, Liu, Huan
- 出版商: World Scientific Pub
- 出版日期: 2023-06-05
- 售價: $3,200
- 貴賓價: 9.5 折 $3,040
- 語言: 英文
- 頁數: 196
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 981126662X
- ISBN-13: 9789811266621
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商品描述
In the current era, people and society have grown increasingly reliant on artificial intelligence (AI) technologies. AI has the potential to drive us towards a future in which all of humanity flourishes. It also comes with substantial risks for oppression and calamity. In response, researchers and organizations have been working to publish principles and develop AI regulations for the responsible use of AI in consequential application domains. However, these theoretically formulated principles and regulations also need to be turned into actionable algorithms to materialize AI for good.This book introduces a unified perspective of Socially Responsible AI to help bridge conceptual AI principles to responsible AI practice. It begins with an interdisciplinary definition of socially responsible AI and the AI responsibility pyramid. Existing efforts seeking to materialize the mainstream responsible AI principles are then presented. The book also discusses how to leverage advanced AI techniques to address the challenging societal issues through Protecting, Informing, and Preventing, and concludes with open problems and challenges.This book serves as a convenient entry point for researchers, practitioners, and students to understand the problems and challenges of socially responsible AI, and to identify how their areas of expertise can contribute to making AI socially responsible.
商品描述(中文翻譯)
在當前時代,人們和社會越來越依賴人工智慧(AI)技術。AI有潛力推動我們走向一個人類繁榮的未來,但也帶來了壓迫和災難的重大風險。為此,研究人員和組織一直致力於發表原則並制定AI的負責任使用的規定,尤其是在重要應用領域。然而,這些理論上制定的原則和規定還需要轉化為可行的算法,以實現AI的良好應用。本書介紹了一個統一的社會負責任AI的觀點,以幫助將概念上的AI原則轉化為負責任的AI實踐。它從跨學科的社會負責任AI定義和AI責任金字塔開始。接著介紹了現有的努力,旨在實現主流的負責任AI原則。本書還討論了如何利用先進的AI技術來解決具有挑戰性的社會問題,包括保護、資訊和預防,最後提出了開放的問題和挑戰。本書為研究人員、從業人員和學生提供了一個方便的入門點,以了解社會負責任AI的問題和挑戰,並確定他們的專業領域如何有助於使AI具有社會負責任。