Personal context modelling and annotation

Fausto Giunchiglia, Enrico Bignotti, M. Zeni
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引用次数: 32

Abstract

Context is a fundamental tool humans use for understanding their environment, and it must be modelled in a way that accounts for the complexity faced in the real world. Current context modelling approaches mostly focus on a priori defined environments, while the majority of human life is in open, and hence complex and unpredictable, environments. We propose a context model where the context is organized according to the different dimensions of the user environment. In addition, we propose the notions of endurants and perdurants as a way to describe how humans aggregate their context depending either on space or time, respectively. To ground our modelling approach in the reality of users, we collaborate with sociology experts in an internal university project aiming at understanding how behavioral patterns of university students in their everyday life affect their academic performance. Our contribution is a methodology for developing annotations general enough to account for human life in open domains and to be consistent with both sensor data and sociological approaches.
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个人上下文建模和注释
上下文是人类用来理解环境的基本工具,它必须以一种能够解释现实世界所面临的复杂性的方式进行建模。当前的上下文建模方法主要关注先验定义的环境,而人类生活的大多数是开放的,因此是复杂和不可预测的环境。我们提出了一个上下文模型,其中上下文是根据用户环境的不同维度组织的。此外,我们提出了耐久者和持久者的概念,作为描述人类如何根据空间或时间分别聚集他们的环境的一种方式。为了将我们的建模方法建立在用户的现实中,我们在一个大学内部项目中与社会学专家合作,旨在了解大学生在日常生活中的行为模式如何影响他们的学习成绩。我们的贡献是开发一种足够通用的注释方法,以解释开放领域中的人类生活,并与传感器数据和社会学方法保持一致。
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