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Aug, 2018
卷积神经网络与循环神经滤波器
Convolutional Neural Networks with Recurrent Neural Filters
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Yi Yang
TL;DR
使用循环神经网络作为卷积滤波器的卷积神经网络在处理自然语言处理任务时具有更强的合成性和长期依赖性,并在Stanford Sentiment Treebank和两个答案句子选择数据集上取得了与最佳结果相当的效果。
Abstract
We introduce a class of
convolutional neural networks
(CNNs) that utilize
recurrent neural networks
(RNNs) as convolution filters. A convolution filter is typically implemented as a linear affine transformation f
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