DeepPLS

Source code of

• Deep PLS: A Lightweight Deep Learning Model for Interpretable and Efficient Data Analytics, IEEE Transactions on Neural Networks and Learning Systems. (Paper)

Script Description

• models.py : The implementation of deep PLS and generalized deep PLS models.
• main.py : A simple demo of using generalized deep PLS for MNIST dataset with only 1000 training samples.
• utils.py: The auxiliary functions.

Requirements

• python
• pytorch
• numpy
• scikit-learn
• torchvision

Execution

cd DeepPLS
python main.py

Citation

If you find this repo useful for your research, please consider citing the article

@ARTICLE{9733201,
  author={Kong, Xiangyin and Ge, Zhiqiang},
  journal={IEEE Transactions on Neural Networks and Learning Systems}, 
  title={Deep PLS: A Lightweight Deep Learning Model for Interpretable and Efficient Data Analytics}, 
  year={2023},
  volume={34},
  number={11},
  pages={8923-8937}}