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Ontology-Based Semantic Retrieval for Education Management Systems

机译:基于本体的教育管理系统语义检索

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摘要

The traditional information retrieval technologies are based on keywords, and therefore provide limited capabilities to capture the conceptualizations associated with user needs and contents. As a new technology of information retrieval, semantic retrieval can retrieve information resource fully and precisely based on the knowledge understanding and knowledge reasoning. Ontology, which can well represent and reason about the domain knowledge, is proved to be very useful in the semantic retrieval. On this basis, in this paper, we propose a complete ontology-based semantic retrieval approach and framework for education management system. Firstly, we present some rules for constructing domain ontology from the education management system; Then, a semantic annotation method of the constructed ontology is given; Further, the ontology-based semantic retrieval algorithm is proposed; Finally, a complete framework is developed and some experiments are done. Conducted experiments show that our semantic retrieval model obtained comparable and better performance results than the traditional information retrieval technology for education management system.
机译:传统的信息检索技术基于关键字,因此提供有限的功能来捕获与用户需求和内容相关的概念化。语义检索作为一种新的信息检索技术,可以基于知识的理解和知识推理,全面,准确地检索信息资源。本体可以很好地表示和推理领域知识,被证明在语义检索中非常有用。在此基础上,本文提出了一套完整的基于本体的教育管理系统语义检索方法和框架。首先,我们提出了从教育管理系统构建领域本体的一些规则;然后,给出了所构造本体的语义标注方法。进一步提出了基于本体的语义检索算法。最后,开发了一个完整的框架并进行了一些实验。进行的实验表明,我们的语义检索模型获得了比传统的教育管理系统信息检索技术更好的性能。

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