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Decision tree and neural network applications in the telecommunications industry and its comparative analysis

Author: HuangQi
Tutor: XuQingSong
School: Central South University
Course: Operational Research and Cybernetics
Keywords: Data Mining Neural Net and Decision Tree
CLC: O211.9;F626
Type: Master's thesis
Year: 2009
Downloads: 97
Quote: 1
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Abstract


In the telecom industry, there are large amounts of data.Data mining can extract information from these complex data.As the important methods of data mining, decision tree and neural net have been used in the field of telecom.The main works of this paper are as follows:Firstly, we analyze three decision tree methods:C4.5,CART (classification and regression tree),CHAID(based on Chi-square test). Then we present a new method.Secondly, we introduce a typical neural net method.Thirdly we give some examples and analyze the CHAID decision tree model as well as the neural net model.

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