MCC - MULTIPLE CORRELATION CLUSTERING

被引:11
作者
DOYLE, JR
机构
[1] School of Management, University of Bath, Bath, BA2 7AY, Claverton Town
来源
INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES | 1992年 / 37卷 / 06期
关键词
D O I
10.1016/0020-7373(92)90066-T
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A clustering algorithm is described which is powerful, in that at each iterative step of the method global information is used to constrain the algorithm's convergence towards a solution. It is stable in the face of missing data in the input; it is efficient in that it will extract a small signal from a lot of noise; it is impervious to multicolinearity; it may be used in two-way clustering. Each of these claims is illustrated by its application to different data sets. Despite these advantages, the algorithm is easy to implement and understand: it is sufficient to know what a correlation coefficient is in order to understand the guts of the algorithm. Because the program repeatedly correlates correlation matrices it is called here Multiple Correlation Clustering, or MCC for short. © 1992.
引用
收藏
页码:751 / 765
页数:15
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