Ontology-based User Modeling for Chinese Crop Germplasm Resources Information System

Li-Na Chen, H. Si, Wei Fang, Yongsheng Cao
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引用次数: 1

Abstract

Personalized service has achieved great success in the field of e-commerce, it is also used to agriculture information service for improving service efficiency, and a key feature in developing successful personalized service is to construct user model that represents accurately a user’s interests. This paper presents an ontology-based dynamic user modeling approach to construct user model for Chinese Crop Germplasm Resources Information System (CGRIS). The proposed user model relies on individual register information, domain ontology and web logs. The process of user modeling is mainly divided into three steps, the paper first constructs crop germplasm resources domain ontology based on these data of CGRIS and relational database, then constructs user ontology by user registration information, and maps the domain ontology and user ontology, so the initial user model is built, finally extends and updates the initial user model using WordNet and web logs to form the final user model. This paper mainly deals with the problem of constructing user ontology and how user model is updated dynamically by web logs with time going, and the user model is a user-centered design, it reflects the individual needs of the users. Due to the powerful knowledge representation formalism and associated inference mechanisms of ontology, the ontology-based user model provides an effective mechanism to provide targeted service for the users of CGRIS.
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基于本体的中国作物种质资源信息系统用户建模
个性化服务在电子商务领域取得了巨大的成功,也被应用到农业信息服务中,以提高服务效率,而构建准确代表用户兴趣的用户模型是开发成功个性化服务的关键特征。提出了一种基于本体的动态用户建模方法,用于构建中国作物种质资源信息系统的用户模型。提出的用户模型依赖于个人注册信息、领域本体和web日志。用户建模过程主要分为三个步骤,首先基于这些CGRIS数据和关系数据库构建作物种质资源领域本体,然后根据用户注册信息构建用户本体,并将领域本体和用户本体进行映射,从而建立初始用户模型,最后利用WordNet和web日志对初始用户模型进行扩展和更新,形成最终用户模型。本文主要研究了用户本体的构建以及用户模型如何根据web日志随时间动态更新的问题,用户模型是一种以用户为中心的设计,它反映了用户的个性化需求。由于本体强大的知识表示形式和关联推理机制,基于本体的用户模型为CGRIS用户提供有针对性的服务提供了有效的机制。
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