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A consolidated view of context for intelligent systems

机译:智能系统上下文的综合视图

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This paper's main objective is to consolidate the knowledge on context in the realm of intelligent systems, systems that are aware of their context and can adapt their behavior accordingly. We provide an overview and analysis of 36 context models that are heterogeneous and scattered throughout multiple fields of research. In our analysis, we identify five shared context categories: social context, location, time, physical context, and user context. In addition, we compare the context models with the context elements considered in the discourse on intelligent systems and find that the models do not properly represent the identified set of 3,741 unique context elements. As a result, we propose a consolidation of the findings from the 36 context models and the 3,741 unique context elements. The analysis reveals that there is a long tail of context categories that are considered only sporadically in context models. However, particularly these context elements in the long tail may be necessary for improving intelligent systems' context awareness.
机译:本文的主要目的是在智能系统领域中巩固有关上下文的知识,这些系统知道上下文并可以相应地调整其行为。我们提供了对36个上下文模型的概述和分析,这些模型是异构的并且分散在多个研究领域。在我们的分析中,我们确定了五个共享的上下文类别:社交上下文,位置,时间,物理上下文和用户上下文。此外,我们将上下文模型与智能系统中讨论的上下文元素进行了比较,发现该模型不能正确表示已标识的3,741个唯一上下文元素集。因此,我们建议合并来自36个上下文模型和3,741个唯一上下文元素的发现。分析表明,在上下文模型中偶尔会考虑上下文类别的尾巴。但是,特别是长尾巴中的这些上下文元素对于改善智能系统的上下文意识可能是必需的。

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