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CSPO: Cros...
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Arxiv

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CSPO: Cross-Market Synergistic Stock Price Movement Forecasting with Pseudo-volatility Optimization

  • The stock market presents challenges in forecasting stock price movements in quantitative finance.
  • The CSPO framework introduces an effective deep neural architecture to leverage external futures knowledge and enhance predictive capability.
  • CSPO incorporates pseudo-volatility to model stock-specific forecasting confidence, improving accuracy and robustness.
  • Extensive experiments demonstrate CSPO's superior performance over existing methods and effectiveness of proposed modules.

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