Sentiment Analysis Based Fuzzy Decision Platform for the Saudi Stock Market

Hasan A. Alshahrani, A. Fong
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引用次数: 9

Abstract

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.
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基于情绪分析的沙特股市模糊决策平台
沙特股市的投资者习惯于从Twitter和论坛等在线资源上寻求建议。在本文中,我们引入了一些组件来增强决策,使用情感分析和简单模糊决策。我们手工构建了两个语料库和一个词汇库,并使用基于语料库的方法和基于语义和词汇的方法对它们进行了分析。选取最佳模型作为模糊决策机制的基础,提供给投资者。我们提到了几个性能指标,但主要的指标是召回率。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,最小召回率和最大召回率分别为69%和96%。
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