DocumentCode :
1563374
Title :
A Study on Functional Link BP Network: Model, Algorithm, and Application
Author :
Shen, Shihong ; Wu, Xinlei ; Yu, Daoheng
Author_Institution :
Shanghai Res. Inst., ZTE, Shanghai
Volume :
1
fYear :
2005
Firstpage :
254
Lastpage :
258
Abstract :
In this paper, on the basis of BP network, a new and more universal network, functional link BP (FLBP) network and its simplified network, functional weight BP (FWBP) network, are proposed. Then their algorithms, the selection of link functions and their relationships with other networks are discussed. Finally, by applying FLBP and FWBP network to a typical disease prediction example, simulation results indicate that, with appropriate selection of link functions, FLBP and FWBP network perform better than BP network in terms of speed, accuracy and robustness
Keywords :
backpropagation; neural nets; artificial neural networks; functional link backpropagation network; functional weight backpropagation network; Artificial intelligence; Artificial neural networks; Brain modeling; Diseases; Electronic mail; Fuzzy logic; Humans; Intelligent networks; Predictive models; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks and Brain, 2005. ICNN&B '05. International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-9422-4
Type :
conf
DOI :
10.1109/ICNNB.2005.1614609
Filename :
1614609
Link To Document :
بازگشت