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The superiority of the proposed approach compared to the current state-of-the-art algorithms.
Published 2025Subjects: -
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Algorithmic procedure overview.
Published 2024“…This outcome suggests that combining traditional statistical methods with advanced deep learning algorithms can enhance stock market prediction. …”
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EO algorithm parameters.
Published 2024“…The performance of LSTM is compared with other machine learning algorithm such as Decision tree (DT), Linear regression (LR) and Gradient Boosting. …”
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Diagram of BILSTM-AEAM algorithm structure.
Published 2025“…<div><p>This study proposes an advanced elevator fault precursor prediction method integrating Variational Mode Decomposition (VMD), Bidirectional Long Short-Term Memory (BILSTM), and an Autoencoder with an Attention Mechanism (AEAM), collectively referred to as the VMD-BILSTM-AEAM algorithm. …”