Protected probabilistic classification

Vladimir Vovk, Ivan Petej, Alex Gammerman
Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:297-299, 2021.

Abstract

This poster proposes a way of protecting algorithms for probabilistic binary classification against changes in the data distribution.

Cite this Paper

BibTeX
@InProceedings{pmlr-v152-vovk21c, title = {Protected probabilistic classification}, author = {Vovk, Vladimir and Petej, Ivan and Gammerman, Alex}, booktitle = {Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications}, pages = {297--299}, year = {2021}, editor = {Carlsson, Lars and Luo, Zhiyuan and Cherubin, Giovanni and An Nguyen, Khuong}, volume = {152}, series = {Proceedings of Machine Learning Research}, month = {08--10 Sep}, publisher = {PMLR}, pdf = {https://proceedings.mlr.press/v152/vovk21c/vovk21c.pdf}, url = {https://proceedings.mlr.press/v152/vovk21c.html}, abstract = {This poster proposes a way of protecting algorithms for probabilistic binary classification against changes in the data distribution.} }
Endnote
%0 Conference Paper %T Protected probabilistic classification %A Vladimir Vovk %A Ivan Petej %A Alex Gammerman %B Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications %C Proceedings of Machine Learning Research %D 2021 %E Lars Carlsson %E Zhiyuan Luo %E Giovanni Cherubin %E Khuong An Nguyen %F pmlr-v152-vovk21c %I PMLR %P 297--299 %U https://proceedings.mlr.press/v152/vovk21c.html %V 152 %X This poster proposes a way of protecting algorithms for probabilistic binary classification against changes in the data distribution.
APA
Vovk, V., Petej, I. & Gammerman, A.. (2021). Protected probabilistic classification. Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, in Proceedings of Machine Learning Research 152:297-299 Available from https://proceedings.mlr.press/v152/vovk21c.html.

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