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Compass to Locate the User Model I Need: Building the Bridge between Researchers and Practitioners in User Modeling

机译：指南针找到我需要的用户模型：在用户建模的研究人员和从业人员之间架起桥梁

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摘要

User modeling is a complex task, and many user modeling techniques are proposed in the existing literature, but the way these models are presented is not homogeneous, the domain is fragmented and these models are not directly comparable. Thus there is a need for a unified view of the whole user modeling domain and of the applicability of the models to specific applications, contexts or according to specific requirements, type of data, availability of data, etc. A common question companies may ask when they want to build and exploit a user model in order to implement different kinds of personalization or adaptive systems is: "Given my specific requirements, which user modeling technique can be used?". No obvious answer can be given to this question. This article aims to propose a topic map of user modeling in connection with input data, data types, accessibility, approach, specific requirements and users' data acquisition methods. This schema/topic map is aimed to help practitioners and researchers as well to answer the above mentioned question. Furthermore the article provides two concrete scenarios in the area of recommender systems and shows how the topic map may be used for these scenarios and real world applications.
机译：用户建模是一项复杂的任务，现有文献中提出了许多用户建模技术，但是这些模型的呈现方式并不统一，领域是分散的，并且这些模型不可直接比较。因此，需要对整个用户建模领域以及模型对特定应用程序，上下文或根据特定要求，数据类型，数据可用性等的适用性的统一视图。公司可能会问一个常见问题他们想要建立和利用用户模型以实现不同类型的个性化或自适应系统的想法是：“鉴于我的特定要求，可以使用哪种用户建模技术？”。这个问题没有明显的答案。本文旨在提出与输入数据，数据类型，可访问性，方法，特定要求和用户数据获取方法有关的用户建模主题图。该方案/主题图旨在帮助从业人员和研究人员回答上述问题。此外，本文提供了推荐系统领域中的两个具体方案，并说明了主题图如何用于这些方案和实际应用。

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