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Tian-Hui Fang

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Open access Sep 2026

Forecasting China’s Crude Oil Futures Price by Recurrent Neural Network Method Based on Unconstrained Transformation

This study examines whether a structure-preserving representation of the joint Open-High-Low-Close (OHLC) vector provides coherent forecasts for China’s INE crude-oil futures and how seven benchmark models compare within that representation. The sample contains 1547 trading days from the contract launch to 8 January 20...

Yi-Xuan Zhu, Wen Yao, Tian-Hui Fang · 0 citations

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