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SGX-OrderBook-Tick-Data-Trading-Strategy

Modeling High-Frequency Limit Order Book Dynamics Using Machine Learning

  • Framework to capture the dynamics of high-frequency limit order books. png

  • Feature Extractor

    • Rise Ratio png

    • Depth Ratio png

  • Learning Model Trainer

    • RandomForestClassifier
    • ExtraTreesClassifier
    • AdaBoostClassifier
    • GradientBoostingClassifier
    • SVM
  • Use best model to predict next 10 seconds png

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Modeling High-Frequency Limit Order Book Dynamics Using Machine Learning.

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