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Enhanced Computational Model for Intelligent Selection of Telecom Services using CLARA and Artificial Neural Network

by Shikha Rastogi, Shweta Gupta
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 50 - Number 3
Year of Publication: 2012
Authors: Shikha Rastogi, Shweta Gupta
10.5120/7754-0813

Shikha Rastogi, Shweta Gupta . Enhanced Computational Model for Intelligent Selection of Telecom Services using CLARA and Artificial Neural Network. International Journal of Computer Applications. 50, 3 ( July 2012), 32-37. DOI=10.5120/7754-0813

@article{ 10.5120/7754-0813,
author = { Shikha Rastogi, Shweta Gupta },
title = { Enhanced Computational Model for Intelligent Selection of Telecom Services using CLARA and Artificial Neural Network },
journal = { International Journal of Computer Applications },
issue_date = { July 2012 },
volume = { 50 },
number = { 3 },
month = { July },
year = { 2012 },
issn = { 0975-8887 },
pages = { 32-37 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume50/number3/7754-0813/ },
doi = { 10.5120/7754-0813 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:47:24.150066+05:30
%A Shikha Rastogi
%A Shweta Gupta
%T Enhanced Computational Model for Intelligent Selection of Telecom Services using CLARA and Artificial Neural Network
%J International Journal of Computer Applications
%@ 0975-8887
%V 50
%N 3
%P 32-37
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper proposes an enhanced design for development of computational model for intelligent selection of telecom services meant for telecom customers. Computational model comprises of Data mining and Soft computing techniques. CLARA cluster algorithm as Data mining technique is used to categorize telecom customers into five clusters referring to five different telecom services scheme. Categorization of customers is based on their Historical call usage pattern. CLARA addresses the noise sensitivity defect of K-means which was used in previous model. Consequently soft computing technique such as neural network is implemented to train the system. Neural network performance graph shows that this model gives better result than the previous model.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Telecommunication services data mining clustering CLARA K-means soft computing artificial neural network

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