作者:
基本信息来源于合作网站,原文需代理用户跳转至来源网站获取       
摘要:
Cluster analysis is one of the major data analysis methods widely used for many practical applications in emerging areas of data mining. A good clustering method will produce high quality clusters with high intra-cluster similarity and low inter-cluster similarity. Clustering techniques are applied in different domains to predict future trends of available data and its uses for the real world. This research work is carried out to find the performance of two of the most delegated, partition based clustering algorithms namely k-Means and k-Medoids. A state of art analysis of these two algorithms is implemented and performance is analyzed based on their clustering result quality by means of its execution time and other components. Telecommunication data is the source data for this analysis. The connection oriented broadband data is given as input to find the clustering quality of the algorithms. Distance between the server locations and their connection is considered for clustering. Execution time for each algorithm is analyzed and the results are compared with one another. Results found in comparison study are satisfactory for the chosen application.
推荐文章
一种高效的K-medoids聚类算法
聚类
K-medoids算法
中心微调
增量候选
Num-近邻方差优化的K-medoids聚类算法
局部方差
Num-近邻
邻域
初始聚类中心
聚类
基于多核平台并行K-Medoids算法研究
多核
K-Medoids算法
并行算法
OpenMP
一种基于CF树的k-medoids聚类算法
聚类
k-中心点
CF树
微簇
内容分析
关键词云
关键词热度
相关文献总数  
(/次)
(/年)
文献信息
篇名 A State of Art Analysis of Telecommunication Data by k-Means and k-Medoids Clustering Algorithms
来源期刊 电脑和通信(英文) 学科 医学
关键词 K-MEANS ALGORITHM k-Medoids ALGORITHM DATA CLUSTERING Time COMPLEXITY TELECOMMUNICATION DATA
年,卷(期) 2018,(1) 所属期刊栏目
研究方向 页码范围 190-202
页数 13页 分类号 R73
字数 语种
DOI
五维指标
传播情况
(/次)
(/年)
引文网络
引文网络
二级参考文献  (0)
共引文献  (0)
参考文献  (0)
节点文献
引证文献  (0)
同被引文献  (0)
二级引证文献  (0)
2018(0)
  • 参考文献(0)
  • 二级参考文献(0)
  • 引证文献(0)
  • 二级引证文献(0)
研究主题发展历程
节点文献
K-MEANS
ALGORITHM
k-Medoids
ALGORITHM
DATA
CLUSTERING
Time
COMPLEXITY
TELECOMMUNICATION
DATA
研究起点
研究来源
研究分支
研究去脉
引文网络交叉学科
相关学者/机构
期刊影响力
电脑和通信(英文)
月刊
2327-5219
武汉市江夏区汤逊湖北路38号光谷总部空间
出版文献量(篇)
783
总下载数(次)
0
论文1v1指导