Title :
The Problems and Its Analysis of BP Neural Network
Author :
Wang Jiquan ; Qiu Lichun ; Liu Guilian ; Wang Fulin
Abstract :
This paper makes further research on BP neural network algorithm on the basis of the existing literature. It pointed out the problems in the inherent algorithm, as well as the causes were presented. This research also proposed the BP neural network was difficult to achieve the desired effect when applied to solve the forecasting problems, and then the reasons of that were analyzed, and this point was verified by sampling calculations. all these results will establish the foundation for further research of BP neural network algorithm.
Keywords :
backpropagation; forecasting theory; neural nets; sampling methods; BP neural network; forecasting problem; inherent algorithm; sampling calculation; Algorithm design and analysis; Artificial neural networks; Convergence; Data processing; Forecasting; Training; Transfer functions; BP neural network; fluctuate; forecasting; oscillate;
Conference_Titel :
Intelligent System Design and Engineering Application (ISDEA), 2010 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-8333-4
DOI :
10.1109/ISDEA.2010.415