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Ambient Explanations: Ambient Intelligence and Explainable AI

机译:环境说明:环境智能和可解释的AI

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With renewed prominence of Explainable AI (XAI), many areas are revisiting early work on Explainability. Within the broader field of Artificial Intelligence (AI), Ambient Intelligence (AmI) has an advantage in the development of transparent and ethical systems because such work has long been an integral part of research, development and operations in AmI. In this paper we argue that, because of the paradigm requirements of system intelligence, social intelligence and embedded-ness, AmI is uniquely prepared to support the push for ethical and transparent technology development. We argue that Ambient Intelligent Systems are well suited to infer when an explanation might be needed (and of what kind), and the form that it should take. We further propose AmI devices as mediators between humans and machines because they can combine social and technical systems in a fully embedded way.
机译:随着可解释性AI(XAI)的重新凸显,许多领域正在重新研究可解释性的早期工作。在人工智能(AI)的更广泛领域中,环境智能(AmI)在开发透明和道德的系统方面具有优势,因为此类工作长期以来一直是AmI研究,开发和运营的组成部分。在本文中,我们认为,由于系统智能,社会智能和嵌入式性的范式要求,AmI做好了独特的准备,以支持推动道德和透明技术发展。我们认为,环境智能系统非常适合推断何时需要解释(以及哪种解释)以及应采用的形式。我们进一步建议将AmI设备作为人与机器之间的中介,因为它们可以完全嵌入的方式结合社会和技术系统。

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