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2008 IEEE International Workshop on Semantic Computing and Applications最新文献

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List Based Matching Algorithm for Classifying News Articles in NewsPage.com 基于列表的新闻文章分类匹配算法
Pub Date : 2008-06-02 DOI: 10.1109/SYSOSE.2008.4724142
T. Jo, Gwyduk Yeom
This research proposes an alternative approach to machine learning based ones for categorizing news articles given as in plain texts. In order to use one of machine learning based approaches for the task, documents should be encoded into numerical vectors; it causes two problems: huge dimensionality and sparse distribution. The proposed approach is intended to address the two problems. In other words, the two problems are avoided by encoding a document or documents into a table, instead of numerical vectors. Therefore, the goal of the research is to improve the performance of text categorization by solving the two problems.
本研究提出了一种基于机器学习的替代方法,用于对纯文本中的新闻文章进行分类。为了使用一种基于机器学习的方法来完成任务,文档应该被编码成数值向量;它带来了两个问题:巨大的维数和稀疏的分布。拟议的办法旨在解决这两个问题。换句话说,通过将一个或多个文档编码到表中,而不是将数字向量编码到表中,可以避免这两个问题。因此,研究的目标是通过解决这两个问题来提高文本分类的性能。
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引用次数: 2
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2008 IEEE International Workshop on Semantic Computing and Applications
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