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  1. Long Short-Term Memory Network - an overview - ScienceDirect

    Network LSTM refers to a type of Long Short-Term Memory (LSTM) network architecture that is particularly effective for learning from sequences of data, utilizing specialized structures and …

  2. RNN-LSTM: From applications to modeling techniques and …

    1 Meith 2024 · Long Short-Term Memory (LSTM) is a popular Recurrent Neural Network (RNN) algorithm known for its ability to effectively analyze and process sequential data with long-term …

  3. Long Short-Term Memory - an overview | ScienceDirect Topics

    LSTM, or long short-term memory, is defined as a type of recurrent neural network (RNN) that utilizes a loop structure to process sequential data and retain long-term information through a …

  4. Fundamentals of Recurrent Neural Network (RNN) and Long Short …

    1 Márta 2020 · Because of their effectiveness in broad practical applications, LSTM networks have received a wealth of coverage in scientific journals, technical blo…

  5. LSTM-FKAN coupled with feature extraction technique for …

    1 Beal 2025 · The soil characteristic data is represented by root zone soil moisture, which is derived from raster data. The LSTM-FKAN coupled with feature extraction technique enhances …

  6. LSTM-ARIMA as a hybrid approach in algorithmic investment …

    23 Meith 2025 · This study makes a significant contribution to the growing field of hybrid financial forecasting models by integrating LSTM and ARIMA into a novel algorithmic investment …

  7. Enhancing streamflow forecasting using an LSTM hybrid model …

    Consequently, LSTM attracts considerable attention and has been rigorously validated in hydrological forecasting. Chen et al. (2020) compared an artificial neural network (ANN) with …

  8. Improved network anomaly detection system using optimized …

    10 Beal 2025 · The PSO-optimized Autoencoder-LSTM model is designed to counter such threats by learning subtle, long-term patterns in network traffic, ensuring early detection and mitigating …

  9. Bidirectional Long Short-Term Memory Network - ScienceDirect

    Long Short-Term Memory (LSTM) networks [55] are a form of recurrent neural network that overcomes some of the drawbacks of typical recurrent neural networks. Any LSTM unit's cell …

  10. Singular Value Decomposition-based lightweight LSTM for time …

    Long–short-term memory (LSTM) neural networks are known for their exceptional performance in various domains, particularly in handling time series dat…