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An Integrated Method for Micro-blog Subjective Sentence Identification Based on Three-Way Decisions and Naive Bayes

机译:基于三向决策和朴素贝叶斯的微博主观句子识别集成方法

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摘要

Microblog's subjective sentence recognition is the basis of it's public opinion analysis further research .Therefore, its recognition accuracy is crucial for future research work. Owing to the imprecision or incomplete of information, the precision of traditional SVM, NB and other machine learning algorithms that for microblog's subjective sentence recognition is not ideal. Presents a method based on the integrated of three-way decision and Bayesian algorithms to distinguish microblog's subjective sentence. Compared with traditional Bayesian algorithms, Experimental results show that the proposed integrated approach can significantly improve the accuracy of subjective sentence's recognition.
机译:微博的主观句子识别是对其舆情分析进行进一步研究的基础。因此,其识别准确度对于未来的研究工作至关重要。由于信息的不精确或不完整,传统的SVM,NB和其他机器学习算法对于微博主观句子识别的精度不理想。提出了一种基于三路决策和贝叶斯算法相结合的方法来区分微博主观句子。实验结果表明,与传统的贝叶斯算法相比,该方法可以显着提高主观句子识别的准确性。

著录项

  • 来源
  • 会议地点 Shanghai(CN))
  • 作者单位

    School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China;

    School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China;

    School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China;

    School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China;

    School of Computer and Communication, Hunan University of Technology, Zhuzhou 412008, Hunan, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Three-way decision; Bayes; micro-blog; subjective sentence;

    机译:三路决策;贝叶斯微博;主观句子;

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