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Using Naive Bayes Model and Natural Language Processing for Classifying Messages on Online Forum

机译:使用Naive Bayes模型和用于在线论坛上分类信息的自然语言处理

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摘要

In this paper, we would like to present how to classify Vietnamese messages on the online forum. We use the Naive Bayes model for building a classifier. Besides, we also utilize natural language processing (NLP) tools for word segmentation, POS tagging, noun phrase chunking, extracting the nouns and noun phrases in message. These nouns and noun phrases are used for representing the message. With the representation model based on nouns and noun phrases, we improve the accuracy of classification with the support of semantic relations between words.
机译:在本文中,我们想提出如何在网络论坛上归类越南消息。我们使用Naive Bayes模型来构建分类器。此外,我们还利用了单词分割的自然语言处理(NLP)工具,POS标记,名词短语块,提取消息中的名词和名词短语。这些名词和名词短语用于表示消息。利用基于名词和名词短语的表示模型,我们通过支持单词之间的语义关系来提高分类的准确性。

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