On the Path to an Ideal ROC Curve: Considering Cost Asymmetry in Learning Classifiers

Francis Bach; David Heckerman; Eric Horvitz

On the Path to an Ideal ROC Curve: Considering Cost Asymmetry in Learning Classifiers

Francis Bach, David Heckerman, Eric Horvitz

Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, PMLR R5:9-16, 2005.

Cite this Paper

BibTeX


@InProceedings{pmlr-vR5-bach05a,
  title = 	 {On the Path to an Ideal {ROC} Curve: Considering Cost Asymmetry in Learning Classifiers},
  author =       {Bach, Francis and Heckerman, David and Horvitz, Eric},
  booktitle = 	 {Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics},
  pages = 	 {9--16},
  year = 	 {2005},
  editor = 	 {Cowell, Robert G. and Ghahramani, Zoubin},
  volume = 	 {R5},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {06--08 Jan},
  publisher =    {PMLR},
  pdf = 	 {http://proceedings.mlr.press/r5/bach05a/bach05a.pdf},
  url = 	 {https://proceedings.mlr.press/r5/bach05a.html},
  note =         {Reissued by PMLR on 30 March 2021.}
}

Endnote

%0 Conference Paper
%T On the Path to an Ideal ROC Curve: Considering Cost Asymmetry in Learning Classifiers
%A Francis Bach
%A David Heckerman
%A Eric Horvitz
%B Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics
%C Proceedings of Machine Learning Research
%D 2005
%E Robert G. Cowell
%E Zoubin Ghahramani	
%F pmlr-vR5-bach05a
%I PMLR
%P 9--16
%U https://proceedings.mlr.press/r5/bach05a.html
%V R5
%Z Reissued by PMLR on 30 March 2021.

APA


Bach, F., Heckerman, D. & Horvitz, E.. (2005). On the Path to an Ideal ROC Curve: Considering Cost Asymmetry in Learning Classifiers. Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, in Proceedings of Machine Learning Research R5:9-16 Available from https://proceedings.mlr.press/r5/bach05a.html. Reissued by PMLR on 30 March 2021.

Related Material

Download PDF