Hyperparameter Selection under Localized Label Noise via Corrupt Validation

@inproceedings{Inouye2017HyperparameterSU,
  title={Hyperparameter Selection under Localized Label Noise via Corrupt Validation},
  author={David I. Inouye and Pradeep Ravikumar and P. Das and Ankur Datta},
  year={2017}
}
Existing research on label noise often focuses on simple uniform or classconditional noise. However, in many real-world settings, label noise is often somewhat systematic rather than completely random. Thus, we first propose a novel label noise model called Localized Label Noise (LLN) that corrupts the labels in small local regions and is significantly more… CONTINUE READING