Intuitionistic fuzzy $$c$$ c -means clustering algorithm with neighborhood attraction in segmenting medical image

Verfasser / Beitragende:
[Ching-Wen Huang, Kuo-Ping Lin, Ming-Chang Wu, Kuo-Chen Hung, Gia-Shie Liu, Chih-Hung Jen]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/2(2015-02-01), 459-470
Format:
Artikel (online)
ID: 605470618
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024 7 0 |a 10.1007/s00500-014-1264-2  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1264-2 
245 0 0 |a Intuitionistic fuzzy $$c$$ c -means clustering algorithm with neighborhood attraction in segmenting medical image  |h [Elektronische Daten]  |c [Ching-Wen Huang, Kuo-Ping Lin, Ming-Chang Wu, Kuo-Chen Hung, Gia-Shie Liu, Chih-Hung Jen] 
520 3 |a Fuzzy segmentation methods, especially fuzzy $$c$$ c -means algorithms, have been widely used in medical imaging in past decades. This paper proposes a novel neighborhood intuitionistic fuzzy $$c$$ c -means clustering algorithm with a genetic algorithm (NIFCMGA). This new clustering algorithm technology can retain the advantages of an intuitionistic fuzzy $$c$$ c -means clustering algorithm to maximize benefits and reduce noise/outlier influences through neighborhood membership. Furthermore, the genetic algorithms were used simultaneously to select the optimal parameters of the proposed clustering algorithm. This proposed technology has been successfully applied to the clustering of different regions of magnetic resonance imaging and computerized tomography scanning, which may be extended to the diagnosis of abnormalities. Comparisons with other approaches demonstrate the superior performance of the proposed NIFCMGA. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Fuzzy segmentation  |2 nationallicence 
690 7 |a Fuzzy $$c$$ c -means  |2 nationallicence 
690 7 |a Medical images  |2 nationallicence 
690 7 |a Neighborhood intuitionistic fuzzy $$c$$ c -means clustering algorithm  |2 nationallicence 
700 1 |a Huang  |D Ching-Wen  |u Department of Diagnostic Radiology, Shin Kong Wu Ho-Su Memorial Hospital, Shihlin, 111, Taipei, Taiwan  |4 aut 
700 1 |a Lin  |D Kuo-Ping  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
700 1 |a Wu  |D Ming-Chang  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
700 1 |a Hung  |D Kuo-Chen  |u Department of Computer Science and Information Management, Hungkuang University, 433, Taichung, Taiwan  |4 aut 
700 1 |a Liu  |D Gia-Shie  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
700 1 |a Jen  |D Chih-Hung  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/2(2015-02-01), 459-470  |x 1432-7643  |q 19:2<459  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1264-2  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00500-014-1264-2  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Huang  |D Ching-Wen  |u Department of Diagnostic Radiology, Shin Kong Wu Ho-Su Memorial Hospital, Shihlin, 111, Taipei, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Lin  |D Kuo-Ping  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Wu  |D Ming-Chang  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Hung  |D Kuo-Chen  |u Department of Computer Science and Information Management, Hungkuang University, 433, Taichung, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Liu  |D Gia-Shie  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Jen  |D Chih-Hung  |u Department of Information Management, Lunghwa University of Science and Technology, 333, Taoyuan, Taiwan  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/2(2015-02-01), 459-470  |x 1432-7643  |q 19:2<459  |1 2015  |2 19  |o 500