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首页> 外文期刊>International Journal of Engineering Trends and Technology >A New Method of Text Categorization and Summarization with Fuzzy Confusion Matrix
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A New Method of Text Categorization and Summarization with Fuzzy Confusion Matrix

机译:一种基于模糊混淆矩阵的文本分类汇总新方法

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Present work is a technique fuzzy text categorization followed by extractive summarization of categorized texts. At the onset, the texts of different subjects are fuzzy categorized based on relative matching with index terms of corresponding subjects. After forming the categorical groups, extractive summarization is performed on each text of each category. The fuzzy categorization is evaluated with fuzzy confusion matrix. The performance evaluation of this fuzzy categorization with Holdout method in terms of accuracy, precision, recall and fscore is appreciably high. The accuracy of summarization is evaluated using human generated summary and is fair. Also the categorization and summarization time is acceptable.
机译:当前的工作是技术模糊文本分类,然后是分类文本的提取摘要。首先,基于与相应主题的索引词的相对匹配,对不同主题的文本进行模糊分类。在形成分类组之后,对每个类别的每个文本执行提取摘要。用模糊混淆矩阵对模糊分类进行评估。使用Holdout方法对这种模糊分类的性能评估在准确性,准确性,召回率和fscore方面都很高。汇总的准确性是使用人工生成的摘要进行评估的,很公平。分类和汇总时间也是可以接受的。

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