A Study on the Convergence of Gradient Method with Momentum for Sigma-Pi-Sigma Neural Networks

Xun Zhang; Naimin Zhang

首页> 中文期刊> 《应用数学与应用物理（英文）》 >A Study on the Convergence of Gradient Method with Momentum for Sigma-Pi-Sigma Neural Networks

A Study on the Convergence of Gradient Method with Momentum for Sigma-Pi-Sigma Neural Networks

开具论文收录证明 >>

期刊封面封底目录下载 >>

文献代查 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

In this paper, a gradient method with momentum for sigma-pi-sigma neural networks (SPSNN) is considered in order to accelerate the convergence of the learning procedure for the network weights. The momentum coefficient is chosen in an adaptive manner, and the corresponding weak convergence and strong convergence results are proved.

著录项

来源
《应用数学与应用物理（英文）》 |2018年第4期|880-887|共8页
作者
Xun Zhang; Naimin Zhang;
展开▼
作者单位

School of Mathematics and Information Science;

Wenzhou University;

Wenzhou;

China;

展开▼
原文格式 PDF
正文语种 chi
中图分类数学;
关键词
Sigma-Pi-Sigma; Neural; Network; Momentum; Term; Gradient; Method; Convergence;

相似文献

中文文献
外文文献
专利

1. Convergence of Online Gradient Method with Penalty for BP Neural Networks [J] . SHAO HONG-MEI ,Wu WEI ,LIU LI-JUN . 数学研究通讯 . 2010,第001期
2. Convergence of Online Gradient Method with Penalty for BP Neural Networks [J] . Shao Hong-mei ,Wu Wei ,Liu Li-jun . 数学研究通讯 . 2010,第001期
3. Convergence Properties Analysis of Gradient Neural Network for Solving Online Linear Equations [J] . ZHANG Yu-Nong ,CHEN Zeng-Hai ,CHEN Ke . 自动化学报 . 2009,第8期
4. Hierarchical Neural Networks Method for Fault Diagnosis of Large-Scale Analog Circuits [C] . TAN Yanghong ,HE Yigang ,FANG Gefeng . 第十二届全国容错计算学术会议 . 2007
5. Research on Movie Recommendation Method Based on Convolution Neural Network and Long Short Term Memory Network [A] . Yiyuan Tang . 2019

A Study on the Convergence of Gradient Method with Momentum for Sigma-Pi-Sigma Neural Networks

摘要

著录项

相似文献

相关主题

期刊订阅