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arXiv 2001.01818cs.CYcs.AI
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社会公益的人工智能研究综述

Artificial Intelligence for Social Good: A Survey

Carnegie Mellon University(卡内基梅隆大学)

Zheyuan Ryan Shi, Claire Wang, Fei Fang

摘要:

人工智能社会公益(AI4SG)是一个研究主题,旨在使用和推进人工智能来解决社会问题并改善世界的福祉。AI4SG在过去十年中受到了研究界的广泛关注,并获得了一些成功的应用。基于迄今为止最全面的AI4SG文献集(超过1000篇投稿论文),我们以以下方式对该主题下的工作进行了详细的描述和分析。(1)我们定量分析了AI4SG文献的应用领域和AI技术的分布和趋势。(2)我们提出了三种概念方法,系统地对现有文献进行分组,并在统一的框架中分析八个AI4SG应用领域。(3)我们提取了五个研究主题,这些主题代表了AI4SG在各个应用领域中的共同挑战。(4)我们讨论了五个问题,我们希望,可以阐明AI4SG研究的未来发展。

英文摘要:

Artificial intelligence for social good (AI4SG) is a research theme that aims to use and advance artificial intelligence to address societal issues and improve the well-being of the world. AI4SG has received lots of attention from the research community in the past decade with several successful applications. Building on the most comprehensive collection of the AI4SG literature to date with over 1000 contributed papers, we provide a detailed account and analysis of the work under the theme in the following ways. (1) We quantitatively analyze the distribution and trend of the AI4SG literature in terms of application domains and AI techniques used. (2) We propose three conceptual methods to systematically group the existing literature and analyze the eight AI4SG application domains in a unified framework. (3) We distill five research topics that represent the common challenges in AI4SG across various application domains. (4) We discuss five issues that, we hope, can shed light on the future development of the AI4SG research.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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