Human-Centered Artificial Intelligence: Three Fresh Ideas

Ben Shneiderman
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引用次数: 86

Abstract

: Human-Centered AI (HCAI) is a promising direction for designing AI systems that support human self-efficacy, promote creativity, clarify responsibility, and facilitate social participation. These human aspirations also encourage consideration of privacy, security, environmental protection, social justice, and human rights. This commentary reverses the current emphasis on algorithms and AI methods, by putting humans at the center of systems design thinking, in effect, a second Copernican Revolution. It offers three ideas: (1) a two-dimensional HCAI framework, which shows how it is possible to have both high levels of human control AND high levels of automation, (2) a shift from emulating humans to empowering people with a plea to shift language, imagery, and metaphors away from portrayals of intelligent autonomous teammates towards descriptions of powerful tool-like appliances and tele-operated devices, and (3) a three-level governance structure that describes how software engineering teams can develop more reliable systems, how managers can emphasize a safety culture across an organization, and how industry-wide certification can promote trustworthy HCAI systems. These ideas will be challenged by some, refined by others, extended to accommodate new technologies, and validated with quantitative and qualitative research. They offer a reframe -- a chance to restart design discussions for products and services -- which could bring greater benefits to individuals, families, communities, businesses, and society.
以人为中心的人工智能:三个新理念
以人为中心的人工智能(HCAI)是设计支持人类自我效能、促进创造力、明确责任和促进社会参与的人工智能系统的一个有前途的方向。这些人类的愿望也鼓励对隐私、安全、环境保护、社会正义和人权的考虑。这篇评论颠覆了目前对算法和人工智能方法的强调,将人类置于系统设计思维的中心,实际上是第二次哥白尼革命。它提供了三个思路:(1)一个二维HCAI框架,它展示了高水平的人类控制和高水平的自动化是如何可能的;(2)从模仿人类到赋予人们权力的转变,要求将语言、图像和隐喻从对智能自主队友的描绘转变为对强大工具(如电器和远程操作设备)的描述;(3)三级治理结构,描述软件工程团队如何开发更可靠的系统,管理人员如何在整个组织中强调安全文化,以及行业范围的认证如何促进值得信赖的HCAI系统。这些想法将受到一些人的挑战,被另一些人改进,扩展以适应新技术,并通过定量和定性研究得到验证。它们提供了一个重新开始产品和服务设计讨论的机会,这可以为个人、家庭、社区、企业和社会带来更大的利益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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