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The Use of Arabic WordNet in Arabic Information Retrieval

机译:阿拉伯语WordNet在阿拉伯语信息检索中的使用

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Research and experimentation using Arabic WordNet in the field of information retrieval are relatively new. It is limited compared to the research that has been done using Princeton WordNet. This work attempts to study the impact of Arabic WordNet on the performance of Arabic information retrieval. The authors extend Lucene with Arabic WordNet to expand user's queries. The major contribution of this study is to propose an interactive query expansion (IQE) methodology using the word's part-of-speech, according to the part it plays in a query. First, the user selects the appropriate part of speech for each term in the original query, and then they reselect the appropriate synonyms. Experimental results show that the IQE strategy produces a good Mean Average Precision (MAP), it is able to improve MAP by 12.6%, but no variant of automatic query expansion (AQE) strategies did. Nevertheless, the experiments allow the authors to conclude that an appropriate use of Arabic WordNet as a source of linguistic information for AQE can improve effectiveness for Arabic information retrieval.
机译:在信息检索领域中使用阿拉伯语WordNet进行的研究和实验相对较新。与使用普林斯顿WordNet进行的研究相比,它是有限的。这项工作试图研究阿拉伯语WordNet对阿拉伯语信息检索性能的影响。作者使用阿拉伯语WordNet扩展了Lucene,以扩展用户的查询。这项研究的主要贡献是根据单词在查询中扮演的角色,提出了使用单词的词性的交互式查询扩展(IQE)方法。首先,用户为原始查询中的每个术语选择适当的词性,然后重新选择适当的同义词。实验结果表明,IQE策略产生了良好的平均平均精度(MAP),能够将MAP提高12.6%,但是没有自动查询扩展(AQE)策略的变体。尽管如此,实验仍允许作者得出结论,适当使用阿拉伯语WordNet作为AQE的语言信息源可以提高阿拉伯语信息检索的有效性。

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