JiachengCheng96/Learning-with-bounded-instance-and-label-dependent-label-noise

Learning with BILN

This is a MATLAB demonstration of the Algorithm 1 in the paper Learning with Bounded Instance and Label-dependent Label Noise . The main program is eval_algo1.m.

Dependencies

• Statistics and Machine Learning Toolbox by MathWorks
• Optimization Toolbox by MathWorks
• minFunc package by Mark Schmidt (https://www.cs.ubc.ca/~schmidtm/Software/minFunc.html)

Citation

If you find this repo useful for your research, please cite this paper as:

@inproceedings{cheng2020learning,
  title={Learning with bounded instance and label-dependent label noise},
  author={Cheng, Jiacheng and Liu, Tongliang and Ramamohanarao, Kotagiri and Tao, Dacheng},
  booktitle={International Conference on Machine Learning},
  pages={1789--1799},
  year={2020},
  organization={PMLR}
}