Telco Churn Analysis Classification Using A
Wavelet And RBF Approach
Author(s)
Â. M. Cister & N. F. F. Ebecken
Abstract
The goal of this paper is to present a quantitative study about Telco churn
analysis and the inherent problems of its application and computer processing.
An independent customer characterizes the approach and the pre-processing
step uses the wavelet transform concept; the pattern classification problem is
solved by an artificial neural network (RBF- Radial Basis Function).
The signal representation considers different levels of resolution
(multi-resolution). This idea is frequently used in image/video processing where
general image versions with a low resolution are stored in different levels of
resolution. The concepts of multi-resolution have been implemented by a digital
filter bank, Hi-pass and Low-pass. Each sub-band will give the best resolution,
for each spectral region. The idea is to look for a spectral transient.
A scalable Daubechies’ function db 2 and db 3 were tested for this study and
the results were used as input for the RBF neural network. Daubechies’ function
has shown important properties as for instance, orthogonality and scalability,
which are not presented by Morlet’s function.
Some results of the experiment were presented to point out the performance
of the wavelet pre-processing approach.
Keywords: churn analysis, wavelet transform, RBF neural networks.
1 Introduction
There are many literary works that are aimed at the new political-economic order
imposed by diverse countries in the last decade of the 20 th century. The present
theoretical study is not meant to incite criticism against, or in favor, of the new
economic order. The truth is that companies from different segments, mainly
Keywords
churn analysis, wavelet transform, RBF neural networks.
Related Book
Other papers in this volume
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