Risk of Training Diagnostic Algorithms on Data with Demographic Bias

Samaneh Abbasi-Sureshjani, Ralf Raumanns, Britt E. J. Michels, Gerard Schouten, Veronika Cheplygina. Risk of Training Diagnostic Algorithms on Data with Demographic Bias. In Jaime S. Cardoso, Hien Van Nguyen, Nicholas Heller, Pedro Henriques Abreu, Ivana Isgum, Wilson Silva, Ricardo Cruz, Jose Pereira Amorim, Vishal Patel, Badri Roysam, Kevin Zhou, Steve Jiang, Ngan Le, Khoa Luu, Raphael Sznitman, Veronika Cheplygina, Diana Mateus, Emanuele Trucco, Samaneh Abbasi-Sureshjani, editors, Interpretable and Annotation-Efficient Learning for Medical Image Computing - Third International Workshop, iMIMIC 2020, Second International Workshop, MIL3iD 2020, and 5th International Workshop, LABELS 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings. Volume 12446 of Lecture Notes in Computer Science, pages 183-192, Springer, 2020. [doi]

@inproceedings{Abbasi-Sureshjani20a,
  title = {Risk of Training Diagnostic Algorithms on Data with Demographic Bias},
  author = {Samaneh Abbasi-Sureshjani and Ralf Raumanns and Britt E. J. Michels and Gerard Schouten and Veronika Cheplygina},
  year = {2020},
  doi = {10.1007/978-3-030-61166-8_20},
  url = {https://doi.org/10.1007/978-3-030-61166-8_20},
  researchr = {https://researchr.org/publication/Abbasi-Sureshjani20a},
  cites = {0},
  citedby = {0},
  pages = {183-192},
  booktitle = {Interpretable and Annotation-Efficient Learning for Medical Image Computing - Third International Workshop, iMIMIC 2020, Second International Workshop, MIL3iD 2020, and 5th International Workshop, LABELS 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings},
  editor = {Jaime S. Cardoso and Hien Van Nguyen and Nicholas Heller and Pedro Henriques Abreu and Ivana Isgum and Wilson Silva and Ricardo Cruz and Jose Pereira Amorim and Vishal Patel and Badri Roysam and Kevin Zhou and Steve Jiang and Ngan Le and Khoa Luu and Raphael Sznitman and Veronika Cheplygina and Diana Mateus and Emanuele Trucco and Samaneh Abbasi-Sureshjani},
  volume = {12446},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-030-61166-8},
}