An insight into the standard back-propagation neural network model for regression analysis

被引:14
作者
Wang, SH [1 ]
机构
[1] Univ New Brunswick, Fac Business, St John, NB E2L 4L5, Canada
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 1998年 / 26卷 / 01期
基金
加拿大自然科学与工程研究理事会;
关键词
neural networks; regression; prediction;
D O I
10.1016/S0305-0483(97)00055-8
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This memorandum offers an extension of the work of Chiang et al., (Omega, The International Journal of Management Science, 1996, 24, 205-215) by investigating the issue of the standard backpropagation neural network model for regression analysis. It provides an analytical insight which shows how a regression result based on a simple back-propagation neural network may be adversely affected. It also proposes a general neural-network-based regression model, and demonstrates a practical example, (C) 1998 Elsevier Science Ltd, All rights reserved.
引用
收藏
页码:133 / 140
页数:8
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