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A modified mountain clustering algorithm

delete2005-06-24
delete31
PRE
AI
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Yang, MS
DOI:10.1007/s10044-005-0250-9delete
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摘要

摘要

En 中文
In this paper, we modify the mountain method and then create a modified mountain clustering algorithm. The proposed algorithm can automatically estimate the parameters in the modified mountain function in accordance with the structure of the data set based on the correlation self-comparison method. This algorithm can also estimate the number of clusters based on the proposed validity index. As a clustering tool to a grouped data set, the modified mountain algorithm becomes a. new unsupervised approximate clustering method. Some examples are presented to demonstrate this algorithm's simplicity and effectiveness and the computational complexity is also analyzed.
Keyword:
mountain method
modified mountain algorithm
parameter estimation
validity index
unsupervised clustering

期刊

Pattern Analysis and Applications 封面图
Pattern Analysis and Applications
IF:
2
论文数:
1.9K
被引数:
1.9K

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