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cs.LG2020★ 3 cited
Supervised Enhanced Soft Subspace Clustering (SESSC) for TSK Fuzzy Classifiers
Yuqi Cui, Huidong Wang, Dongrui Wu
Fuzzy c-means based clustering algorithms are frequently used for Takagi-Sugeno-Kang (TSK) fuzzy classifier antecedent parameter estimation. One rule is initialized from each clust…
cs.LG2019
Optimize TSK Fuzzy Systems for Classification Problems: Mini-Batch Gradient Descent with Uniform Regularization and Batch Normalization
Yuqi Cui, Jian Huang, Dongrui Wu
Takagi-Sugeno-Kang (TSK) fuzzy systems are flexible and interpretable machine learning models; however, they may not be easily optimized when the data size is large, and/or the dat…