1,623 research outputs found

    A Drinfeld type presentation of affine ı\imathquantum groups II: split BCFG type

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    Recently, Lu and Wang formulated a Drinfeld type presentation for ı\imathquantum group \widetilde{{\mathbf U}}^\imath arising from quantum symmetric pairs of split affine ADE type. In this paper, we generalize their results by establishing a current presentation for \widetilde{{\mathbf U}}^\imath of arbitrary split affine type.Comment: v2 25 pages, minor correction

    Learning text representation using recurrent convolutional neural network with highway layers

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    Recently, the rapid development of word embedding and neural networks has brought new inspiration to various NLP and IR tasks. In this paper, we describe a staged hybrid model combining Recurrent Convolutional Neural Networks (RCNN) with highway layers. The highway network module is incorporated in the middle takes the output of the bi-directional Recurrent Neural Network (Bi-RNN) module in the first stage and provides the Convolutional Neural Network (CNN) module in the last stage with the input. The experiment shows that our model outperforms common neural network models (CNN, RNN, Bi-RNN) on a sentiment analysis task. Besides, the analysis of how sequence length influences the RCNN with highway layers shows that our model could learn good representation for the long text.Comment: Neu-IR '16 SIGIR Workshop on Neural Information Retrieva
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