A-Clockwork-RNN

所属分类:人工智能/神经网络/深度学习
开发工具:Visual C++
文件大小:592KB
下载次数:8
上传日期:2016-05-26 10:30:03
上 传 者chen1397
说明:  RNN神经网络的基本概念。改进的RNN神经网络的基本概念的应用
(Sequence prediction and classification are ubiquitous and challenging problems in machine learning that can require identifying complex dependencies between temporally distant inputs. Recurrent Neural Networks (RNNs) have the ability, in theory, to cope with these temporal dependencies by virtue of the short-term memory implemented by their recurrent (feedback) connections. However, in practice they are difficult to train successfully when the long-term memory is required. This paper introduces a simple, yet powerful modification to the standard RNN architecture, the Clockwork RNN (CW-RNN), in which the hidden layer is partitioned into separate modules, each processing inputs at its own temporal granularity, making computations only at its prescribed clock rate. Rather than making the standard RNN models more complex, CW-RNN reduces the number of RNN parameters, improves the performance significantly in the tasks tested, and speeds up the network uation. The network is demo)

文件列表:
A Clockwork RNN.pdf (743435, 2016-05-26)

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