Class Imbalance, Redux

@article{Wallace2011ClassIR,
  title={Class Imbalance, Redux},
  author={Byron C. Wallace and Kevin Small and Carla E. Brodley and Thomas A. Trikalinos},
  journal={2011 IEEE 11th International Conference on Data Mining},
  year={2011},
  pages={754-763}
}
Class imbalance (i.e., scenarios in which classes are unequally represented in the training data) occurs in many real-world learning tasks. Yet despite its practical importance, there is no established theory of class imbalance, and existing methods for handling it are therefore not well motivated. In this work, we approach the problem of imbalance from a… CONTINUE READING

9 Figures & Tables

Topics

Statistics

020402012201320142015201620172018
Citations per Year

93 Citations

Semantic Scholar estimates that this publication has 93 citations based on the available data.

See our FAQ for additional information.