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Clustering Algorithm Based on Spatial Shadowed Fuzzy C-means and I-Ching Operators
Zhang T.; Chen L.; Chen C.L.P.
2016-08-01
Source PublicationInternational Journal of Fuzzy Systems
ISSN21993211 15622479
Volume18Issue:4Pages:609-617
Abstract

In this paper, the authors are devoted to design a new segmentation approach based on I-Ching operators in the framework of shadowed fuzzy C-means clustering. The I-Ching operators are innovative operators, which are evolved from ancient Chinese I-Ching philosophy. I-Ching operators include three kinds of operators, intrication operator, turnover operator, and mutual operator. These new operators are very flexible and efficient in evolution procedure. In this paper, the new operators are specifically designed to search for the optimal cluster centers of shadowed fuzzy C-means. Considering the local spatial information in image segmentation procedure, a new segmentation algorithm called I-Ching spatial shadowed fuzzy C-means (ICSSFCM) is proposed. Traditional segmentation approaches based on fuzzy C-means, shadowed fuzzy C-means, and spatial shadowed fuzzy C-means are compared with the proposed method. The experimental results show that the proposed ICSSFCM is very efficient approach not only in tackling the overlapping segments but also in suppressing the noise in images.

KeywordClustering Fuzzy C-means I-ching Operators Image Segmentation Shadowed Set
DOI10.1007/s40815-016-0206-9
URLView the original
Indexed BySCI
Language英语
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Artificial Intelligence
WOS IDWOS:000380702200007
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Citation statistics
Cited Times [WOS]:7   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
AffiliationUniversidade de Macau
Recommended Citation
GB/T 7714
Zhang T.,Chen L.,Chen C.L.P.. Clustering Algorithm Based on Spatial Shadowed Fuzzy C-means and I-Ching Operators[J]. International Journal of Fuzzy Systems,2016,18(4):609-617.
APA Zhang T.,Chen L.,&Chen C.L.P..(2016).Clustering Algorithm Based on Spatial Shadowed Fuzzy C-means and I-Ching Operators.International Journal of Fuzzy Systems,18(4),609-617.
MLA Zhang T.,et al."Clustering Algorithm Based on Spatial Shadowed Fuzzy C-means and I-Ching Operators".International Journal of Fuzzy Systems 18.4(2016):609-617.
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