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  • Long Short-Term Memory (LSTM)

                         Long Short-Term Memory (LSTM)

    Outline                 

                     Background

                     LSTM Network

                     Extended LSTM

                     LSTM vs. RNN

                     Examples

                     References

    Background

    Definition

     LSTM Network

    For detailed derivation: http://cs224d.stanford.edu/

    Extended LSTM---GRU

    LSTM vs. RNN

    References

    1.A. Graves. Supervised Sequence Labelling with Recurrent Neural Networks. Textbook, Studies in Computational Intelligence, Springer, 2012

    2.Hochreiter, S., & Schmidhuber, J. (1997). Long short-term memory. Neural computation, 9(8), 1735-1780

    3.Gers, F. A., Schmidhuber, J., & Cummins, F. (2000). Learning to forget: Continual prediction with LSTM. Neural computation, 12(10), 2451-2471

    4.Graves, Alex. Supervised sequence labelling with recurrent neural networks. Vol. 385. Springer, 2012

    5.Bastien, Frédéric, Lamblin, Pascal, Pascanu, Razvan, Bergstra, James, Goodfellow, Ian, Bergeron, Arnaud, Bouchard, Nicolas, and Bengio, Yoshua. Theano: new features and speed improvements. NIPS Workshop on Deep Learning and Unsupervised Feature Learning, 2012

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  • 原文地址:https://www.cnblogs.com/AcceptedLin/p/9778953.html
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