yachaoshao/csdnn

Theano implementation of Cost-Sensitive Deep Neural Networks

Cost-Sensitive Deep Neural Networks (CSDNN)

Theano implementation of the CSDNN model proposed in Cost-Aware Pre-Training for Multiclass Cost-Sensitive Deep Learning, in Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016.

If you use the code, please cite the paper as:

@inproceedings{chung2016csdnn,
  title     = {Cost-aware pre-training for multiclass cost-sensitive deep learning},
  author    = {Chung, Yu-An and Lin, Hsuan-Tien and Yang, Shao-Wen},
  booktitle = {IJCAI},
  year      = {2016}
}

There's also a follow-up work here: Cost-Sensitive Deep Learning with Layer-Wise Cost Estimation

@article{chung2016auxcst,
  title   = {Cost-sensitive deep learning with layer-wise cost estimation},
  author  = {Chung, Yu-An and Lin, Hsuan-Tien},
  journal = {arXiv preprint arXiv:1611.05134},
  year    = {2016}
}