CASIA OpenIR  > 09年以前成果
A comparative study of two modeling approaches in neural networks
Xu, ZB; Qiao, H; Peng, JG; Zhang, B
Source PublicationNEURAL NETWORKS
2004-01
Volume17Issue:1Pages:73-85
Abstract
; The neuron state modeling and the local field modeling provides two fundamental modeling approaches to neural network research, based on which a neural network system can be called either as a static neural network model or as a local field neural network model. These two models are theoretically compared in terms of their trajectory, transformation property, equilibrium correspondence property, nontrivial attractive manifold property, global convergence as well as stability in many different senses. The comparison reveals an important stability invariance property of the two models in the sense that the stability (in any sense) of the static model is equivalent to that of a subsystem deduced from the local field model when restricted to a specific manifold. Such stability invariance property lays a sound theoretical foundation of validity of a useful, cross-fertilization type stability analysis methodology for various neural network models. (C) 2003 Elsevier Ltd. All rights reserved.
KeywordStatic Neural Network Modeling Local Field Neural Network Modeling Recurrent Neural Networks Stability Analysis Asymptotic Stability Exponential Stability Global Convergence Globally Attractive
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12573
Collection09年以前成果
Corresponding AuthorXu, ZB
AffiliationCoventry Univ, Sch Math & Informat Sci
Recommended Citation
GB/T 7714
Xu, ZB,Qiao, H,Peng, JG,et al. A comparative study of two modeling approaches in neural networks[J]. NEURAL NETWORKS,2004,17(1):73-85.
APA Xu, ZB,Qiao, H,Peng, JG,&Zhang, B.(2004).A comparative study of two modeling approaches in neural networks.NEURAL NETWORKS,17(1),73-85.
MLA Xu, ZB,et al."A comparative study of two modeling approaches in neural networks".NEURAL NETWORKS 17.1(2004):73-85.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Xu, ZB]'s Articles
[Qiao, H]'s Articles
[Peng, JG]'s Articles
Baidu academic
Similar articles in Baidu academic
[Xu, ZB]'s Articles
[Qiao, H]'s Articles
[Peng, JG]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Xu, ZB]'s Articles
[Qiao, H]'s Articles
[Peng, JG]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.