JP Journal of Heat and Mass Transfer
Special Volume, Issue II, Advances in Mechanical System and ICT-convergence, Pages 257 - 275
(July 2018) http://dx.doi.org/10.17654/HMSI218257 |
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FUZZY MULTILAYER PERCEPTRON WITH CUCKOO SEARCH
Suwannee Phitakwinai, Sansanee Auephanwiriyakul and Nipon Theera-Umpon
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Abstract: In this paper, we propose a fuzzy multilayer perceptron with cuckoo search for fuzzy vectors. We implement this algorithm on two real-world data sets, i.e., knowledge-based evaluator data set and postoperative patient data set. We also compare the results from the fuzzy multilayer perceptron with cuckoo search with that from the regular multilayer perceptron with cuckoo search of centroid of each fuzzy attribute and numeric value mapped from each fuzzy attribute. The fuzzy multilayer perceptron with cuckoo search provides a comparable result with those on the regular multilayer perceptron with cuckoo search on real number without any defuzzification. |
Keywords and phrases: fuzzy vector, multilayer perceptron, cuckoo search algorithm. |
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