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Learning volatility-adaptive forgetting via GARCH-modulated LSTM for stock price forecasting

Lu, Xin-Rui et al.
arXiv (All) · Papers
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and-sciencecomputational-engineeringfinancemachine-learning
Stock price forecasting is hindered by the heteroscedastic nature of financial time series, in which turbulent and tranquil regimes alternate. Although the Long Short-Term Memory (LSTM) network is widely used for this task, its gates are oblivious to such volatility variation, so memory retention re
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