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Wiki-MetaSemantik: A Wikipedia-derived Query Expansion Approach based on Network Properties

机译:Wiki-metasemantik:基于维基百科的查询扩展方法   网络属性

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摘要

This paper discusses the use of Wikipedia for building semantic ontologies todo Query Expansion (QE) in order to improve the search results of searchengines. In this technique, selecting related Wikipedia concepts becomesimportant. We propose the use of network properties (degree, closeness, andpageRank) to build an ontology graph of user query concepts which is deriveddirectly from Wikipedia structures. The resulting expansion system is calledWiki-MetaSemantik. We tested this system against other online thesauruses andontology based QE in both individual and meta-search engines setups. Despitethat our system has to build a Wikipedia ontology graph in order to do itswork, the technique turns out to work very fast (1:281) compared to anotherontology QE baseline (Wikipedia Persian ontology QE). It has thus the potentialto be utilized online. Furthermore, it shows significant improvement inaccuracy. Wiki-MetaSemantik also shows better performance in a meta-searchengine (MSE) set up rather than in an individual search engine set up.
机译:本文讨论了如何使用Wikipedia构建语义本体来进行查询扩展(QE),以改善搜索引擎的搜索结果。在这种技术中,选择相关的维基百科概念变得非常重要。我们建议使用网络属性(度,紧密度和pageRank)来构建用户查询概念的本体图,该本体图直接从Wikipedia结构派生。产生的扩展系统称为Wiki-MetaSemantik。在个人和元搜索引擎设置中,我们针对其他基于在线同义词词典和本体论的QE对该系统进行了测试。尽管我们的系统必须构建一个Wikipedia本体图才能完成其工作,但与另一本体论QE基线(Wikipedia波斯本体论QE)相比,该技术的运行速度非常快(1:281)。因此,它具有在线使用的潜力。此外,它显示出明显的改进误差。 Wiki-MetaSemantik在元搜索引擎(MSE)设置中比在单个搜索引擎设置中也显示出更好的性能。

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