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Text mining and semantics: a systematic mapping study

机译:文本挖掘和语义:系统的映射研究

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Abstract As text semantics has an important role in text meaning, the term semantics has been seen in a vast sort of text mining studies. However, there is a lack of studies that integrate the different research branches and summarize the developed works. This paper reports a systematic mapping about semantics-concerned text mining studies. This systematic mapping study followed a well-defined protocol. Its results were based on 1693 studies, selected among 3984 studies identified in five digital libraries. The produced mapping gives a general summary of the subject, points some areas that lacks the development of primary or secondary studies, and can be a guide for researchers working with semantics-concerned text mining. It demonstrates that, although several studies have been developed, the processing of semantic aspects in text mining remains an open research problem.
机译:摘要由于文本语义在文本含义中具有重要作用,因此术语语义已在各种各样的文本挖掘研究中出现。但是,缺乏将不同研究分支结合起来并总结已开发著作的研究。本文报告了有关语义相关文本挖掘研究的系统映射。这项系统的制图研究遵循了明确定义的方案。其结果基于1693项研究,选自5个数字图书馆中确定的3984项研究。所产生的映射提供了该主题的一般摘要,指出了一些缺少初级或中级研究发展的领域,并且可以为研究与语义有关的文本挖掘的研究人员提供指导。它表明,尽管已经进行了一些研究,但文本挖掘中语义方面的处理仍然是一个开放的研究问题。

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