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Run-Yi Liu

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Open access Sep 2026

Application of Time Series Models in Stock Price Prediction

A hierarchical prediction framework of "baseline monitoring—volatility calibration—nonlinear correction," emphasizing that the true value of the model lies in probabilistic state reference rather than precise price prediction is proposed.

Run-Yi Liu · 0 citations

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