Interval Type-2 Fuzzy System Design Based on the Interval Type-2 Fuzzy C-Means Algorithm

2015 ◽  
pp. 133-146 ◽  
Author(s):  
Elid Rubio ◽  
Oscar Castillo ◽  
Patricia Melin
Keyword(s):  
System Design ◽  
Fuzzy System ◽  
Fuzzy C Means ◽  
Interval Type ◽  
Fuzzy C Means Algorithm

scholarly journals An Extension of the Fuzzy Possibilistic Clustering Algorithm Using Type-2 Fuzzy Logic Techniques

2017 ◽  
Vol 2017 ◽  
pp. 1-23 ◽  
Author(s):  
Elid Rubio ◽  
Oscar Castillo ◽  
Fevrier Valdez ◽  
Patricia Melin ◽  
Claudia I. Gonzalez ◽  
...  
Keyword(s):  
Fuzzy Logic ◽  
Clustering Algorithm ◽  
Image Preprocessing ◽  
Cover Type ◽  
Fuzzy C Means ◽  
Possibilistic Clustering ◽  
Interval Type ◽  
Fuzzy C Means Algorithm

In this work an extension of the Fuzzy Possibilistic C-Means (FPCM) algorithm using Type-2 Fuzzy Logic Techniques is presented, and this is done in order to improve the efficiency of FPCM algorithm. With the purpose of observing the performance of the proposal against the Interval Type-2 Fuzzy C-Means algorithm, several experiments were made using both algorithms with well-known datasets, such as Wine, WDBC, Iris Flower, Ionosphere, Abalone, and Cover type. In addition some experiments were performed using another set of test images to observe the behavior of both of the above-mentioned algorithms in image preprocessing. Some comparisons are performed between the proposed algorithm and the Interval Type-2 Fuzzy C-Means (IT2FCM) algorithm to observe if the proposed approach has better performance than this algorithm.

Enhanced interval type-2 fuzzy c-means algorithm with improved initial center

2014 ◽  
Vol 38 ◽  
pp. 86-92 ◽  
Author(s):  
Cunyong Qiu ◽  
Jian Xiao ◽  
Lu Han ◽  
Muhammad Naveed Iqbal
Keyword(s):  
Fuzzy C Means ◽  
Interval Type ◽  
Fuzzy C Means Algorithm

A modified interval type-2 fuzzy C-means algorithm with application in MR image segmentation

2013 ◽  
Vol 34 (12) ◽  
pp. 1329-1338 ◽  
Author(s):  
Cunyong Qiu ◽  
Jian Xiao ◽  
Long Yu ◽  
Lu Han ◽  
Muhammad Naveed Iqbal
Keyword(s):  
Image Segmentation ◽  
Mr Image ◽  
Fuzzy C Means ◽  
Interval Type ◽  
Mr Image Segmentation ◽  
Fuzzy C Means Algorithm
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