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首页> 外文期刊>IEEE Transactions on Knowledge and Data Engineering >An Automated Framework for Incorporating News into Stock Trading Strategies
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An Automated Framework for Incorporating News into Stock Trading Strategies

机译:将新闻纳入股票交易策略的自动化框架

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摘要

In this paper we present a framework for automatic exploitation of news in stock trading strategies. Events are extracted from news messages presented in free text without annotations. We test the introduced framework by deriving trading strategies based on technical indicators and impacts of the extracted events. The strategies take the form of rules that combine technical trading indicators with a news variable, and are revealed through the use of genetic programming. We find that the news variable is often included in the optimal trading rules, indicating the added value of news for predictive purposes and validating our proposed framework for automatically incorporating news in stock trading strategies.
机译:在本文中,我们提出了一种在股票交易策略中自动利用新闻的框架。事件是从没有注释的自由文本中提取的新闻消息中提取的。我们通过根据技术指标和提取事件的影响得出交易策略来测试引入的框架。这些策略采用将技术交易指标与新闻变量结合在一起的规则形式,并通过使用基因编程来揭示。我们发现,新闻变量通常包含在最佳交易规则中,表明新闻的附加值用于预测目的,并验证了我们提出的将新闻自动纳入股票交易策略的框架。

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