Improved Echo State Network (ESN) for the Prediction of Network Traffic
YE Dezhong, Haibing Lv, Yong Jiang, Zhongzheng Wu, Qiuxia Bao, Yun Gao, Ruochen Huang · 2018
With the development of computer and network technologies, the network traffic has come to an explosive growth. Considering the non-linearity of network data, we choose echo state network (ESN) to predict the data. ESN is a novel kind of recurrent neural networks, where a reservoir is generated rand