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The Design And Implementation Of Gansu Mobile Business Analysis System Based On Neural Network

Posted on:2017-09-23Degree:MasterType:Thesis
Country:ChinaCandidate:M X QiFull Text:PDF
GTID:2348330518967206Subject:Electronic and communication engineering
Abstract/Summary:PDF Full Text Request
Considering about the fierce competition of the telecom market,telecom operators must use the effective strategies of business analysis to retain customers.In order to occupy a favorable position in market competition,telecom operators must expand the market share and improve the economic efficiency.In this paper,a mobile operating system based on analysis of RBF Neural Network is proposed.This system overcomes some shortcomings of the mobile business analysis system.RBF neural network is used to establish a predictive model which is suitable for the current situation of telecome system.The predictive model can predict whether the customer will be lost based on customer information.So that mobile operators take reasonable measures before losing customers.The analysis of the current mobile system business analysis framework has been built up finally,which includes four-layer structure.Some insufficient of the current mobile operating system analysis has been presented.Meanwhile,RBF neural network is used to predict whether it will lose customers.First of all,the RBF neural network will be trained according to the original customer data and loss situation,after completion of the training the RBF neural network is used to predict whether or not to lose customers,so that the operator can take appropriate action before losing customers.In addition,PSO algorithm is used to optimize the RBF neural network to improve the accuracy of identification and prediction.Finally,the design and implementation and system testing is completed for the mobile business analysis system.Function modules include interception filter module,login control module,database operations module,a combination of page design,error handling system design and configuration design.Test work includes network security test,system security testing,system security testing,application security testing,functional testing and key data mining.Through the mobile communication business analysis system operators,mobile companies can better achieve the data analysis to realize the relevance of each indicator mining.In addition,to reduce the tedious data query,reduce the workload and improve work efficiency.
Keywords/Search Tags:RBF, Neural network, Mobile, BASS, Data fusion
PDF Full Text Request
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