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Erschienen in: Cluster Computing 4/2019

28.02.2018

RETRACTED ARTICLE: Application and research of clustering fusion algorithm in communication network prediction

verfasst von: Xiaolei Li

Erschienen in: Cluster Computing | Sonderheft 4/2019

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Abstract

In order to solve the problem of clustering fusion algorithm, such as key parameter setting, fusion of “soft” hard clusters, design and selection of consensus functions, we optimize the K-means algorithm. However, this method has many problems in practical application. It requires professionals to specify the number of clusters and make empirical judgments on the results. The improved algorithm of clustering fusion is introduced into the customer segmentation. Based on the data mining of the mobile phone business of a telecom company in a certain city, customer segmentation is carried out, according to the characteristics of customer calls, SMS and other attributes. The results show that the improved clustering fusion algorithm can effectively solve the above problems and get a reasonable clustering result. At the same time, by analyzing the CO association matrix, we can obtain each customer’s belonging class. The purpose of dividing the results is achieved, which makes the data mining more intelligent.

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Metadaten
Titel
RETRACTED ARTICLE: Application and research of clustering fusion algorithm in communication network prediction
verfasst von
Xiaolei Li
Publikationsdatum
28.02.2018
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe Sonderheft 4/2019
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-018-1865-0

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