Cleaning Training-Datasets with Noise-Aware Algorithms

@article{Escalante2006CleaningTW,
  title={Cleaning Training-Datasets with Noise-Aware Algorithms},
  author={Hugo Jair Escalante},
  journal={2006 Seventh Mexican International Conference on Computer Science},
  year={2006},
  pages={151-158}
}
We introduce a novel learning algorithm for noise elimination. Our algorithm is based on the re-measurement idea for the correction of erroneous observations and is able to discriminate between noisy and noiseless observations by using kernel methods. We apply our noise-aware algorithms to several domains including: astronomy, face recognition and ten… CONTINUE READING