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Application of GA-BP Neural Network in MMS Index Prediction

Authors :
Wang Huai-bin
Wang Li
Zhou Haiyun
Wang Chun-dong
Source :
Advances in Intelligent and Soft Computing ISBN: 9783642284656
Publication Year :
2012
Publisher :
Springer Berlin Heidelberg, 2012.

Abstract

MMS (Multimedia Messaging Service) index prediction plays an important role to the development of MMS business. Currently, MMS index prediction model based on back propagation (BP) neural network easily falls into local minimum because of the randomness of weights selection. So the genetic algorithm which is good at global search optimizes weights of BP neural network. Firstly, the genetic algorithm searches weights in the global scope and then BP algorithm further optimizes weights. Finally, the optimized algorithm achieves better prediction accuracy.

Details

ISBN :
978-3-642-28465-6
ISBNs :
9783642284656
Database :
OpenAIRE
Journal :
Advances in Intelligent and Soft Computing ISBN: 9783642284656
Accession number :
edsair.doi...........88900dcdc16a9c792859b85cdd177d9f