A New Clustering Algorithm Based on Token Ring

Yongquan Liang, Jiancong Fan, Zhongying Zhao
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引用次数: 1

Abstract

Token is a kind of symbol. It has some controlling powers. A special token-ring structure is designed according to the characteristics of the token. The token-ring structure consists of a controlling token and a sub-token. The controlling token includes some controlling information such as clustering center. The sub-token is designed to search for data and mark the qualified data. Based on the token-ring structure, a new clustering algorithm is designed. The algorithm can modify class structure dynamically in the process of clustering. The theoretical and practical analysis showed that the algorithm had good performances in some indexes, such as scalability, accuracy and velocity.
一种基于令牌环的聚类算法
Token是一种符号。它有一些控制能力。根据令牌的特点设计了一种特殊的令牌环结构。令牌环结构由一个控制令牌和一个子令牌组成。控制令牌包含了群集中心等控制信息。子令牌用于搜索数据并标记符合条件的数据。基于令牌环结构,设计了一种新的聚类算法。该算法可以在聚类过程中动态修改类结构。理论和实践分析表明,该算法在可扩展性、精度和速度等指标上具有良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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