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Sentiment Analysis Based Fuzzy Decision Platform for the Saudi Stock Market

机译:基于情感分析的沙特股票市场模糊决策平台

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Investors in the Saudi stock market are used to seeking advice from online resources such as Twitter and discussion forums. In this paper, we introduced some components to enhance decision making using sentiment analysis and simple fuzzy decision. We built two corpora and one lexicon manually, and we did analysis on them using both corpus-based approach, and semantical and lexical based approach. The best model was selected to be the base of a fuzzy decision mechanism provided for investors. We mentioned several performance metrics, but the main metric to count on was recall. The best model was the rule-based approach with minimum and maximum recall of 69% and 96% respectively as we go through different data sets, types, and sizes.
机译:沙特股票市场的投资者习惯于从Twitter和论坛等在线资源中寻求建议。在本文中,我们介绍了使用情感分析和简单模糊决策来增强决策的一些组件。我们手动建立了两个语料库和一个词典,然后使用基于语料库的方法以及基于语义和词汇的方法对它们进行了分析。选择最佳模型作为为投资者提供的模糊决策机制的基础。我们提到了几个性能指标,但是要依靠的主要指标是召回率。最好的模型是基于规则的方法,当我们处理不同的数据集,类型和大小时,最小和最大召回率分别为69%和96%。

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