论文标题
解释中的本体论:临床用例
Explanation Ontology in Action: A Clinical Use-Case
论文作者
论文摘要
我们解决了我们的解释本体论(https://purl.org/heals/eo)中缺乏以用户为中心解释和不同解释类型的语义表示的问题。这种表示越来越有必要,因为随着复杂方法的出现以及在高精度和面向用户的设置中的吸收,解释性已成为人工智能中的重要问题。在此提交中,我们为系统设计人员提供了分步指南,以利用我们的本体论,这些本体在我们的资源轨道纸上引入,以计划和模型在其人工智能系统设计过程中进行解释。我们还通过在临床环境中利用此指南提供了一个详细的例子。
We addressed the problem of a lack of semantic representation for user-centric explanations and different explanation types in our Explanation Ontology (https://purl.org/heals/eo). Such a representation is increasingly necessary as explainability has become an important problem in Artificial Intelligence with the emergence of complex methods and an uptake in high-precision and user-facing settings. In this submission, we provide step-by-step guidance for system designers to utilize our ontology, introduced in our resource track paper, to plan and model for explanations during the design of their Artificial Intelligence systems. We also provide a detailed example with our utilization of this guidance in a clinical setting.