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

    Jun 1, 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 …

  2. Lstm - an overview | ScienceDirect Topics

    Aug 31, 2018 · LSTM, or Long Short-Term Memory networks, is defined as a type of neural network that extends Recurrent Neural Networks (RNN) to handle long-term dependencies by …

  3. 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 …

  4. 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 …

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

    May 1, 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 …

  6. Performance analysis of neural network architectures for time …

    LSTM-based hybrid architectures, particularly LSTM-RNN and LSTM-GRU configurations, demonstrate reliable performance across multiple domains and should be considered as …

  7. LSTM and GRU type recurrent neural networks in model

    Jun 1, 2025 · Long Short-Term Memory (LSTM) and Gated Recurrent Units (GRU) neural networks are known for their capability of modeling numerous dynamical phenomena.…

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

    Jun 23, 2025 · Abstract This study focuses on building an algorithmic investment strategy employing a hybrid approach that combines LSTM and ARIMA models referred to as LSTM …

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

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

  10. 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 …