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The effect of using domain specific ontologies in query expansion in medical field

机译:在医学领域中使用领域特定本体对查询扩展的影响

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Domain specific ontologies can be used to improve both precision and recall of information retrieval systems. One approach in this regard is using query expansion techniques and the other would be introducing a semantic similarity measure for concepts in ontology. Although each approach has its own benefits and drawbacks, query expansion techniques are preferred when the corpus volume is so huge that examining concept pairs between query and documents is not reasonable. In this paper a semantic query expansion algorithm for medical information retrieval is introduced. Proposed approach consists of identifying MeSH (Medical Subject Headings) concepts in user's query and applying expansion algorithm to them. Expansion algorithm is based on the location of concepts in MeSH hierarchy, number of synonyms of each concept and number of terms the concept is made of. Results show improvements over classic method, query expansion using general purpose ontology and a number of other approaches.
机译:特定领域的本体可以用来提高信息检索系统的准确性和召回率。在这方面,一种方法是使用查询扩展技术,另一种方法是为本体中的概念引入语义相似性度量。尽管每种方法都有其自身的优点和缺点,但是当语料库数量庞大到无法检查查询和文档之间的概念对时,最好使用查询扩展技术。介绍了一种用于医学信息检索的语义查询扩展算法。提议的方法包括在用户查询中识别MeSH(医学主题词)概念,然后对它们应用扩展算法。扩展算法基于概念在MeSH层次结构中的位置,每个概念的同义词数量以及组成该概念的术语数量。结果表明,相对于经典方法,使用通用本体的查询扩展和许多其他方法而言,这些改进。

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