Supercluster in Statics and Dynamics: An Approximate Structure Imitating a Rough Set

被引:3
|
作者
Rodin, Ivan [1 ]
Mirkin, Boris [1 ]
机构
[1] Natl Res Univ, Higher Sch Econ, Moscow, Russia
来源
ROUGH SETS | 2017年 / 10313卷
关键词
Supercluster; Rough sets; Dynamic clusters; Approximation model;
D O I
10.1007/978-3-319-60837-2_46
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a new method for cluster analysis that finds a composite "supercluster" consisting of two non-overlapping parts: a tight core and a less connected shell. We expand this approach to data that changes over time by assuming that the core is unchangeable, while the shell depends on the time period. We define a data recovery approximation model of a dynamic supercluster, and present a suboptimal algorithm for finding superclusters.
引用
收藏
页码:576 / 586
页数:11
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