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A Context Analytical Method Basing on Text Structure

机译:基于文本结构的语境分析方法

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In this paper the research techniques of complex network are introduced into the complement of missing data in text and a new method of text mining is put forward basing on the text structure of large-scale texts. First the GRE word net is constructed by using lots of relative articles specially for experiment, then the static characters of this network are analyzed and the context relationships of words are obtained in it according to the community discovery algorithm of complex network, next an complement algorithm is designed to judge whether it is the right complement words by following relationships among these words. In the experiment, we take the examination questions of GRE as test set and use this method to do the sentence completions in verbal sections, the result demonstrates the availability of this text analyzing method which focuses on topology information of network. It can not only apply to the imputation of missing data, but also the complement of full sentence after skeleton’s forming in machine dialogs.
机译:本文将复杂网络的研究技术引入到文本缺失数据的补充中,并基于大文本的文本结构提出了一种新的文本挖掘方法。首先使用大量专门用于实验的相关文章来构建GRE词网,然后根据复杂网络的社区发现算法分析该网络的静态特性并在其中获得词的上下文关系,其次是一个补充算法。通过遵循这些单词之间的关系来判断这些单词是否是正确的补语。在实验中,我们以GRE的考试题为测试集,并使用该方法对语言部分进行句子补全,结果证明了这种针对网络拓扑信息的文本分析方法的有效性。它不仅可以应用于缺失数据的插补,而且可以应用于骨架在机器对话框中形成后的完整句子的补充。

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