A linked data-driven solution to user modeling in a Multi-Application Environment

Na Ye, Yinliang Zhao, Xia Zhao, E. Liu, G. Clapworthy
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引用次数: 3

Abstract

The User Model plays a significant role in many personalized applications. Separated user modeling results in the fragments of the user model being distributed on the Web, but user modeling in a Multi-Application Environment (MAE) is increasingly required to provide a more complete user model view and more value-added user information to all relevant applications. In this paper, a Linked Data-driven user modeling approach is proposed to create links among the user model fragments of the same user who registers in different applications and, from these, construct a virtually global user model. Through these links, user information in one application can be acquired by another. An extendible Core User Model (CUM) is presented and used to describe both the common properties and the domain-specific features of the user. The advantages and disadvantages of this approach are analyzed by comparison with other user modeling methods in MAEs. The proposed solution appears to be more feasible and to offer increased flexibility.
多应用程序环境中用户建模的关联数据驱动解决方案
用户模型在许多个性化应用程序中扮演着重要的角色。分离的用户建模导致用户模型的片段分布在Web上,但是越来越需要多应用程序环境(MAE)中的用户建模,以便为所有相关应用程序提供更完整的用户模型视图和更多有价值的用户信息。本文提出了一种关联数据驱动的用户建模方法,用于在不同应用程序中注册的同一用户的用户模型片段之间创建链接,并由此构建虚拟全局用户模型。通过这些链接,一个应用程序中的用户信息可以被另一个应用程序获取。提出了一个可扩展的核心用户模型(CUM),并使用它来描述用户的公共属性和特定于领域的特性。通过与MAEs中其他用户建模方法的比较,分析了该方法的优缺点。拟议的解决办法似乎更可行,并提供更大的灵活性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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