Deep Takagi–Sugeno–Kang Fuzzy Classifier With Shared Linguistic Fuzzy Rules

@article{Zhang2018DeepTF,
  title={Deep Takagi–Sugeno–Kang Fuzzy Classifier With Shared Linguistic Fuzzy Rules},
  author={Yuanpeng Zhang and Hisao Ishibuchi and Shitong Wang},
  journal={IEEE Transactions on Fuzzy Systems},
  year={2018},
  volume={26},
  pages={1535-1549}
}
In many practical applications of classifiers, not only high accuracy but also high interpretability is required. Among a wide variety of existing classifiers, Takagi–Sugeno–Kang (TSK) fuzzy classifiers may be one of the best choices for achieving a good balance between interpretability and accuracy. In order to further improve their accuracy without losing their interpretability, we propose a highly interpretable deep TSK fuzzy classifier HID-TSK-FC (deep shared-linguistic-rule-based TSK fuzzy… CONTINUE READING