Conformal Decision Rules

Husam Abdelqader; Evgueni Smirnov; Marc Pont; Marciano Geijselaers

Conformal Decision Rules

Husam Abdelqader, Evgueni Smirnov, Marc Pont, Marciano Geijselaers

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

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.

Original language	English
Title of host publication	Proceedings of Machine Learning Research
Subtitle of host publication	11th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2022
Pages	319-321
Number of pages	3
Volume	179
Publication status	Published - 1 Jan 2022
Event	11th Symposium on Conformal and Probabilistic Prediction with Applications - Brighton, United Kingdom Duration: 24 Aug 2022 → 26 Aug 2022 https://cml.rhul.ac.uk/copa2022/

Publication series

Series	Proceedings of Machine Learning Research
ISSN	2640-3498

Conference

Conference	11th Symposium on Conformal and Probabilistic Prediction with Applications
Abbreviated title	COPA 2022
Country/Territory	United Kingdom
City	Brighton
Period	24/08/22 → 26/08/22
Internet address	https://cml.rhul.ac.uk/copa2022/

Keywords

Classification
Inductive Conformal Prediction
Rule Learning

Cite this

@inproceedings{d9f64b5bbd2f44d0b7f45bfba3e735ae,

title = "Conformal Decision Rules",

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.",

keywords = "Classification, Inductive Conformal Prediction, Rule Learning",

author = "Husam Abdelqader and Evgueni Smirnov and Marc Pont and Marciano Geijselaers",

note = "Publisher Copyright: {\textcopyright} 2022 H. Abdelqader, E. Smirnov, M. Pont & M. Geijselaers.; 11th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2022 ; Conference date: 24-08-2022 Through 26-08-2022",

year = "2022",

month = jan,

day = "1",

language = "English",

volume = "179",

series = "Proceedings of Machine Learning Research",

publisher = "Proceedings of Machine Learning Research",

pages = "319--321",

booktitle = "Proceedings of Machine Learning Research",

url = "https://cml.rhul.ac.uk/copa2022/",

}

Abdelqader, H, Smirnov, E, Pont, M & Geijselaers, M 2022, Conformal Decision Rules. in Proceedings of Machine Learning Research: 11th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2022. vol. 179, Proceedings of Machine Learning Research, pp. 319-321, 11th Symposium on Conformal and Probabilistic Prediction with Applications, Brighton, United Kingdom, 24/08/22.

Conformal Decision Rules. / Abdelqader, Husam; Smirnov, Evgueni; Pont, Marc et al.
Proceedings of Machine Learning Research: 11th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2022. Vol. 179 2022. p. 319-321 (Proceedings of Machine Learning Research).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

TY - GEN

T1 - Conformal Decision Rules

AU - Abdelqader, Husam

AU - Smirnov, Evgueni

AU - Pont, Marc

AU - Geijselaers, Marciano

PY - 2022/1/1

Y1 - 2022/1/1

N2 - 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.

AB - 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.

KW - Classification

KW - Inductive Conformal Prediction

KW - Rule Learning

M3 - Conference article in proceeding

VL - 179

T3 - Proceedings of Machine Learning Research

SP - 319

EP - 321

BT - Proceedings of Machine Learning Research

T2 - 11th Symposium on Conformal and Probabilistic Prediction with Applications

Y2 - 24 August 2022 through 26 August 2022

ER -