Conformal Decision Rules

Husam Abdelqader, Evgueni Smirnov, Marc Pont, Marciano Geijselaers
Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:319-321, 2022.

Abstract

This paper proposes conformal decision rules. They are defined as decision rules with their own conformal predictors. Given a test instance, conformal decision rules provide a point prediction, an explanation, a p-value for that prediction plus a prediction set.

Cite this Paper

BibTeX
@InProceedings{pmlr-v179-abdelqader22a, title = {Conformal Decision Rules}, author = {Abdelqader, Husam and Smirnov, Evgueni and Pont, Marc and Geijselaers, Marciano}, booktitle = {Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications}, pages = {319--321}, year = {2022}, editor = {Johansson, Ulf and Boström, Henrik and An Nguyen, Khuong and Luo, Zhiyuan and Carlsson, Lars}, volume = {179}, series = {Proceedings of Machine Learning Research}, month = {24--26 Aug}, publisher = {PMLR}, pdf = {https://proceedings.mlr.press/v179/abdelqader22a/abdelqader22a.pdf}, url = {https://proceedings.mlr.press/v179/abdelqader22a.html}, abstract = {This paper proposes conformal decision rules. They are defined as decision rules with their own conformal predictors. Given a test instance, conformal decision rules provide a point prediction, an explanation, a p-value for that prediction plus a prediction set.} }
Endnote
%0 Conference Paper %T Conformal Decision Rules %A Husam Abdelqader %A Evgueni Smirnov %A Marc Pont %A Marciano Geijselaers %B Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications %C Proceedings of Machine Learning Research %D 2022 %E Ulf Johansson %E Henrik Boström %E Khuong An Nguyen %E Zhiyuan Luo %E Lars Carlsson %F pmlr-v179-abdelqader22a %I PMLR %P 319--321 %U https://proceedings.mlr.press/v179/abdelqader22a.html %V 179 %X This paper proposes conformal decision rules. They are defined as decision rules with their own conformal predictors. Given a test instance, conformal decision rules provide a point prediction, an explanation, a p-value for that prediction plus a prediction set.
APA
Abdelqader, H., Smirnov, E., Pont, M. & Geijselaers, M.. (2022). Conformal Decision Rules. Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, in Proceedings of Machine Learning Research 179:319-321 Available from https://proceedings.mlr.press/v179/abdelqader22a.html.

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