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A type-2 fuzzy subtractive clustering algorithm

Ngo, L.T. and Pham, B.H. (2012) A type-2 fuzzy subtractive clustering algorithm. In: 2011 International Conference on Mechanical Engineering and Technology, ICMET 2011, 24 November 2011 through 25 November 2011, London.

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Abstract

The paper introduces a new approach to subtractive clustering algorithm (SC) with the fuzzifier parameter m which controls the clustering results in SC. And to manage the uncertainty of the parameter m, we have expanded the SC algorithm to interval type-2 fuzzy subtractive clustering algorithms (IT2-SC) using two fuzzifiers parameters m 1 and m 2 which creates a footprint of uncertainty (FOU) for the fuzzifier. The experiments are done based on image segmentation with the statistics show that the depends greatly on the parameter m of SC and stability and accuracy of our IT2-SC. © 2012 Springer-Verlag GmbH Berlin Heidelberg.

Item Type: Conference or Workshop Item (Paper)
Divisions: Faculties > Faculty of Information Technology
Identification Number: 10.1007/978-3-642-27329-2_54
Uncontrolled Keywords: Clustering results; Footprint of uncertainties; Fuzzifiers; Fuzzy subtractive clustering; Subtractive clustering; Subtractive clustering algorithms; Type-2 fuzzy set; Fuzzy sets; Mechanical engineering; Clustering algorithms
Additional Information: Conference code: 89728. Language of original document: English.
URI: http://eprints.lqdtu.edu.vn/id/eprint/10120

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