An improved CLTree algorithm

An improved algorithm called CLTree-R was proposed.It could compensate the shortcoming of CLTree algorithm such as low accurate and inefficiency.Then CLTree-R was applied in clustering analysis for UCI data sets.In order to improve the efficiency,data set was parallel processed on Spark platform.Exp...

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Main Author: Zhuohang LI
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2016-08-01
Series:Dianxin kexue
Subjects:
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016214/
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author Zhuohang LI
author_facet Zhuohang LI
author_sort Zhuohang LI
collection DOAJ
description An improved algorithm called CLTree-R was proposed.It could compensate the shortcoming of CLTree algorithm such as low accurate and inefficiency.Then CLTree-R was applied in clustering analysis for UCI data sets.In order to improve the efficiency,data set was parallel processed on Spark platform.Experimental results show that this algorithm can get reasonable customer classification when making cluster analysis on official data set.
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institution Kabale University
issn 1000-0801
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publishDate 2016-08-01
publisher Beijing Xintong Media Co., Ltd
record_format Article
series Dianxin kexue
spelling doaj-art-f7a2c2ee2e3c45d6a34a5adcb31f54092025-01-15T03:14:33ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012016-08-013212412759607881An improved CLTree algorithmZhuohang LIAn improved algorithm called CLTree-R was proposed.It could compensate the shortcoming of CLTree algorithm such as low accurate and inefficiency.Then CLTree-R was applied in clustering analysis for UCI data sets.In order to improve the efficiency,data set was parallel processed on Spark platform.Experimental results show that this algorithm can get reasonable customer classification when making cluster analysis on official data set.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016214/clusteringSparkdata miningparallelization
spellingShingle Zhuohang LI
An improved CLTree algorithm
Dianxin kexue
clustering
Spark
data mining
parallelization
title An improved CLTree algorithm
title_full An improved CLTree algorithm
title_fullStr An improved CLTree algorithm
title_full_unstemmed An improved CLTree algorithm
title_short An improved CLTree algorithm
title_sort improved cltree algorithm
topic clustering
Spark
data mining
parallelization
url http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016214/
work_keys_str_mv AT zhuohangli animprovedcltreealgorithm
AT zhuohangli improvedcltreealgorithm