提取语素以改进中国基金评论的情绪分析

Bo Wang, Xianfeng Liu
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引用次数: 2

摘要

网络上的基金评论可以帮助人们做出投资决策,并且与其他产品相比,其规模相对较小,这降低了PMI算法的性能。在汉语语言环境下,语素替代词可以提高系统的能力,但语素情感取向的确定通常是一项繁重的手工工作。我们提出了一种自动完成这项工作的方法,其基本思想是引入一些外部语言和统计资源来辅助极性计算。实验表明,该算法是有效的,系统获得了较好的性能。
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Extracting morphemes to improve sentiment analysis for Chinese fund reviews
Fund reviews on the Web can help people to make investment decisions and their size is relatively small comparing with other products, which lowers PMI algorithm performance. Replacing words by morphemes can improve system capability in Chinese language environment, but defining the SO (sentiment orientation) of morphemes is generally a kind of heavy handwork. We propose a methodology to do this job automatically, whose basic idea is to introduce some outside language and statistical resources to assist polarity calculation. Experiments show that the algorithm is effective and the system get better performance.
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