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Pattern Clustering With Statistical Methods Using a DNA-Based Algorithm

delete2012-06-01
delete5
PRE
AI
I
Ikno Kim *
J
Junzo Watada
W
Witold Pedrycz
J
Jui-Yu Wu
DOI:10.1109/TNB.2012.2190618delete
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摘要

摘要

En 中文
Clustering is commonly exploited in engineering, management, and science fields with the objective of revealing structure in pattern data sets. In this article, through clustering we construct meaningful collections of information granules (clusters). Although the underlying goal is obvious, its realization is fully challenging. Given their nature, clustering is a well-known NP-complete problem. The existing algorithms commonly produce some suboptimal solutions. As a vehicle of pattern clustering, we discuss in this article how to use a DNA-based algorithm. We also discuss the details of encoding being used here with statistical methods combined with the DNA-based algorithm for pattern clustering.
Keyword:
DNA-based algorithm
ordering method
pattern clustering
splicing operation
statistical method

期刊

IEEE Transactions on Nanobioscience 封面图
IEEE Transactions on Nanobioscience
IF:
4.4
论文数:
1.4K
被引数:
2.5K

机构

W
Waseda University
学者数:
1.0W
论文数: 8.7K
被引数: 8.3K
U
university of alberta
学者数:
5.1W
论文数: 4.9W
被引数: 65
T
taipei medical university
学者数:
1.4W
论文数: 1.2W
被引数: 11
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