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.
- 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)
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}
}