具有传递闭包、传递开和最优传递逼近的模糊等价关系聚类

Yanli Jiang, G. Deng
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引用次数: 2

摘要

本文研究了模糊等价关系聚类问题。首先给出了模糊相似关系的传递下逼近和次优传递逼近的求解算法。其次,研究了模糊等价关系聚类与聚类层次聚类的关系。再次,提出了模糊等价关系聚类和模糊c均值聚类相结合的聚类方法。最后,通过数值实验对算法进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fuzzy equivalence relation clustering with transitive closure, transitive opening and the optimal transitive approximation
In this paper, the fuzzy equivalence relation clustering is studied. Firstly, an algorithm for obtaining a transitive lower approximation or a suboptimal transitive approximation of a fuzzy similarity relation is given. Secondly, the relationship between fuzzy equivalence relation clustering and the agglomerative hierarchical clustering is investigated. Thirdly, a clustering method combining fuzzy equivalence relation clustering and fuzzy c-means clustering is proposed. Finally, numerical experiments are carried out to verify the algorithm.
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