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Dai-Li Liu

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Conference Open access Sep 2026

Crude Oil Futures Price Prediction Using a Hybrid CNN-LSTM Neural Network

Crude oil futures prices are the core benchmark for the global energy market and macroeconomy. Their fluctuations are highly nonlinear, non-stationary, and time-dependent. These fluctuations are driven by a complex interplay of factors, including crude oil spot prices, commercial inventories, the US dollar index, marke...

Yu-Ping Zhao, Qian-Yu Wang, Dai-Li Liu et al. · 0 citations

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