On an Approach to Clustering of Network Traffic

被引：3

作者：

Kerimova, L. E. ^{[1
]}

机构：

[1] Natl Acad Sci Azerbaijan, Inst Informat Technol, Ul F Agaeva 9, AZ-1141 Baku, Azerbaijan

来源：

AUTOMATIC CONTROL AND COMPUTER SCIENCES | 2007年 / 41卷 / 02期

关键词：

classification; clustering; objective function; performance criterion; performance functional; crisp c-partition; fuzzy c-partition; k-means algorithm;

D O I：

10.3103/S0146411607020071

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The problem of clustering with a new generalized performance criterion is considered, the concept of the "center of the cluster" is introduced, and it is shown that the definition of the concept is well-defined. Necessary conditions for minimization of the functional are derived in a theorem which encompasses both fuzzy and crisp partitions into clusters. The k-means algorithm, which is based on this necessary condition, finds the optimal cluster iteratively.

引用

页码：107 / 113

页数：7

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