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Ambient Explanations: Ambient Intelligence and Explainable AI

机译:解释环境:环境智能和AI可解释

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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 embeddedness, 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:随着可解释的AI(XAI)的重新突出,许多领域正在重新审视可解释性的早期工作。在更广泛的人工智能(AI)领域内,环境智慧(AMI)在透明和道德系统的发展中具有优势,因为此类工作长期以来一直是AMI中的研究,开发和运营的组成部分。在本文中,我们认为,由于系统智能的范式要求,社会智能和嵌入性,AMI独特地准备支持伦理和透明技术的推动。我们认为,当可能需要解释(以及一种类型)时,环境智能系统非常适合推断出来,以及它应该采取的形式。我们进一步提出了AMI设备作为人类和机器之间的调解器,因为它们可以以完全嵌入的方式结合社会和技术系统。

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