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Real World User Model: Evolution of User Modeling Triggered by Advances in Wearable and Ubiquitous Computing

机译:真实世界的用户模型:可穿戴和无处不在的计算技术的发展触发了用户建模的发展

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Over the last few years, user modeling scenery is changing. With the recent advancements in ubiquitous and wearables technologies, the amount and type of data that can be gathered about users and used to build user models is expanding. User Model can now be enriched with data regarding different aspects of people's everyday lives. All these changes bring forth new research questions about the kinds of services which could be provided, the ways for effectively conveying new forms of personalisation and recommendation, and how traditional user modeling should change to exploit ubiquitous and wearable technology to provide these services. In this paper we follow the evolution of user modeling process, starting from the traditional User Model and progressing to RWUM - Real World User Model, which contains data from a person's everyday life. We tried to answer the above questions and to present a conceptual framework that represents the RWUM process, which might be used as a reference model for designing RWUM-based systems. Finally, we propose some inspiring usage scenarios and design directions that can guide researchers in designing novel, robust and versatile services based on RWUM.
机译:在过去的几年中,用户建模的环境正在发生变化。随着无处不在和可穿戴技术的最新发展,可以收集有关用户并用于构建用户模型的数据的数量和类型正在不断扩大。用户模型现在可以丰富有关人们日常生活各个方面的数据。所有这些变化带来了新的研究问题,涉及可以提供的服务种类,有效传达个性化和推荐的新形式的方式,以及应如何改变传统的用户模型以利用无处不在的可穿戴技术来提供这些服务。在本文中,我们遵循了用户建模过程的演变,从传统的用户模型开始,逐步发展到RWUM-真实世界用户模型,其中包含来自一个人日常生活的数据。我们试图回答上述问题,并提出一个代表RWUM流程的概念框架,该框架可以用作设计基于RWUM的系统的参考模型。最后,我们提出了一些启发性的使用场景和设计指导,可以指导研究人员设计基于RWUM的新颖,强大和通用的服务。

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