subhalingamd / ANFIS-diabetes-prediction

Predicting Diabetes using Adaptive-Network-based Fuzzy Inference System (ANFIS) | MTL717 Course Project

ANFIS

Implementation of a basic version of Adaptive-Network-based Fuzzy Inference System (ANFIS) and analysis of its performance on Diabetes Dataset.

To run it yourself, first download the dataset from here, standardize each feature and then use main.py.

To see our report, click here.

Reference

To cite ANFIS paper:

@ARTICLE{256541,
  author={J. -. R. {Jang}},
  journal={IEEE Transactions on Systems, Man, and Cybernetics}, 
  title={ANFIS: adaptive-network-based fuzzy inference system}, 
  year={1993},
  volume={23},
  number={3},
  pages={665-685},
  doi={10.1109/21.256541}}

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This README and the implementation maybe improved in a future date.