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一种面向可重构网络的业务聚类方法
引用本文:江逸茗, 兰巨龙, 郭通, 田铭. 一种面向可重构网络的业务聚类方法[J]. 电子与信息学报, 2013, 35(3): 703-708. doi: 10.3724/SP.J.1146.2012.00973
作者姓名:江逸茗 兰巨龙 郭通 田铭
作者单位:国家数字交换工程技术研究中心 郑州 450002
基金项目:国家973 规划项目(2012CB315901)和国家863计划项目(2011AA 01A103)资助课题
摘    要:可重构网络是在传统网络体系结构僵化、功能单一、可控性差的背景下提出的一种新型网络体系架构,业务聚类是可重构网络的关键机制之一。该文通过对业务聚类需求和聚类算法特性的详细分析,选择了基于平衡迭代规约的层次聚类(Balanced Iterative Reducing and Clustering using Hierarchies, BIRCH)算法来实现业务的聚类;并针对BIRCH对任意形状的簇识别能力差的缺点,设计了一种分裂改进型BIRCH(Advanced Split BIRCH, AS-BIRCH)算法;实验证明该算法在业务聚类方面取得了较好的效果。

关 键 词:可重构网络   数据挖掘   业务聚类   最近节点距离
收稿时间:2012-07-25
修稿时间:2012-11-30

An Approach of Traffic Clustering for Reconfigurable Network
Jiang Yi-Ming, Lan Ju-Long, Guo Tong, TIAN Ming. An Approach of Traffic Clustering for Reconfigurable Network[J]. Journal of Electronics & Information Technology, 2013, 35(3): 703-708. doi: 10.3724/SP.J.1146.2012.00973
Authors:Jiang Yi-ming Lan Ju-long Guo Tong Tian Ming
Affiliation:National Digital Switching System Engineering and Technological Research Center, Zhengzhou 450002, China
Abstract:Since the traditional network architectures faced the problems of structural rigidity, functional simplification and poor controllability, the reconfigurable network is designed as a new kind of network architecture. In the reconfigurable network, traffic clustering is the key mechanism. By detailed analysis of the requirement of traffic clustering and the characteristics of clustering algorithms, Balanced Iterative Reducing and Clustering using Hierarchies (BIRCH) algorithm is chosen for traffic clustering. However, this algorithm has a poor performance in identifying clusters of arbitrary shapes. In order to solve this issue, an advanced algorithm named Advanced Split BIRCH (AS-BIRCH) is designed. Experimental results demonstrate the effectiveness of AS-BIRCH in traffic clustering. 
Keywords:Reconfigurable network  Data mining  Traffic clustering  Minimum node distance
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