Research on predicting network traffic using neural networks

• Main Authors: WANG, Zhaoxia, SUN, Yugeng, WANG, Zhiyong, Hao, T., Sun, X., Qin, J., SHEN, Huayu
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2006
• 主題: Back-propagation (BP) algorithms; Davidon least squares-based learning algorithm; Network traffic predicting; Neural network (NN); Numerical Analysis and Scientific Computing; OS and Networks
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/5638

This paper used Back-propagation (BP) algorithms and Davidon least squares-based learning algorithm to train the neural network (NN) to predict the nonlinear self-similar network traffic respectively. The feasibility and advantage of these two algorithms were discussed by analyzing the Mean learning...