Class Probability Estimates are Unreliable for Imbalanced Data (and How to Fix Them)

Byron C. Wallace, Issa J. Dahabreh. Class Probability Estimates are Unreliable for Imbalanced Data (and How to Fix Them). In Mohammed Javeed Zaki, Arno Siebes, Jeffrey Xu Yu, Bart Goethals, Geoffrey I. Webb, Xindong Wu, editors, 12th IEEE International Conference on Data Mining, ICDM 2012, Brussels, Belgium, December 10-13, 2012. pages 695-704, IEEE Computer Society, 2012. [doi]

@inproceedings{WallaceD12,
  title = {Class Probability Estimates are Unreliable for Imbalanced Data (and How to Fix Them)},
  author = {Byron C. Wallace and Issa J. Dahabreh},
  year = {2012},
  doi = {10.1109/ICDM.2012.115},
  url = {http://doi.ieeecomputersociety.org/10.1109/ICDM.2012.115},
  researchr = {https://researchr.org/publication/WallaceD12},
  cites = {0},
  citedby = {0},
  pages = {695-704},
  booktitle = {12th IEEE International Conference on Data Mining, ICDM 2012, Brussels, Belgium, December 10-13, 2012},
  editor = {Mohammed Javeed Zaki and Arno Siebes and Jeffrey Xu Yu and Bart Goethals and Geoffrey I. Webb and Xindong Wu},
  publisher = {IEEE Computer Society},
  isbn = {978-1-4673-4649-8},
}