A method for constructing hedge algebraic type-2 fuzzy logic systems
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DOI:
https://doi.org/10.15625/1813-9663/27/2/496Abstract
This paper proposed a method for constructing Hedges Algebraic Type-2 Fuzzy Logic Systems (Ha-T2FLSs) from data. This method consist of two main stages. In the first stage, the data-driven Type-1 Fuzzy Logic System (T1-FLS) is design under the combination of Fuzzy C-Means algorithm and Genetic Algorithm (GA). Then we construct Ha-T2FLS on the basis of the above T1-FLS in the second stage. Specifically, we use the rule base of T1FLS as the rule base for Ha-T2FLS and the T1-FLS’s fuzzy sets as the input of Ha-T2FLS. In later stage, the parameters of HaT2FS are optimized by GA. Finally, the experiment on predicting the survival time of myeloma patients has shown the reliable results.
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Published
26-04-2012
How to Cite
[1]
P. A. Phong, Đinh K. Đông, and T. Đình Khang, “A method for constructing hedge algebraic type-2 fuzzy logic systems”, JCC, vol. 27, no. 2, pp. 119–131, Apr. 2012.
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Computer Science
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