Search alternatives:
significant estimates » significant time (Expand Search), significant rates (Expand Search)
estimates decrease » estimates decreased (Expand Search), estimated decrease (Expand Search), estimated release (Expand Search)
linear decrease » linear increase (Expand Search)
a decrease » _ decrease (Expand Search), _ decreased (Expand Search), _ decreases (Expand Search)
significant estimates » significant time (Expand Search), significant rates (Expand Search)
estimates decrease » estimates decreased (Expand Search), estimated decrease (Expand Search), estimated release (Expand Search)
linear decrease » linear increase (Expand Search)
a decrease » _ decrease (Expand Search), _ decreased (Expand Search), _ decreases (Expand Search)
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STL Linear Combination Forecast Graph.
Published 2025“…First, seven benchmark models including Prophet, ARIMA, and LSTM were applied to raw price series, where results demonstrated that deep learning models significantly outperformed traditional methods. Subsequently, STL decomposition decoupled the series into trend, seasonal, and residual components for component-specific modeling, achieving a 22.6% reduction in average MAE compared to raw data modeling. …”
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