Partial implementation of the algorithm proposed by F. Muhlenbach et al to identify and remove mislabelled instances of noisy datasets.
keywords: label noise, mislabelled instances, neighbourhood graph
- Clean code
- Add new options to generate a geometrical neighbourhood graph
- Add comments
- Complete test file ( Synthetic data )
- Complete test file ( MNIST )
Muhlenbach, F., Lallich, S., & Zighed, D. A. (2004). Identifying and handling mislabelled instances. Journal of Intelligent Information Systems, 22(1), 89-109.