Conformal Decision Rules

被引:0
|
作者
Abdelqader, Husam [1 ]
Smirnov, Evgueni [1 ]
Pont, Marc [2 ]
Geijselaers, Marciano [2 ]
机构
[1] Maastricht Univ, Maastricht, Netherlands
[2] Integrin, Geleen, Netherlands
来源
CONFORMAL AND PROBABILISTIC PREDICTION WITH APPLICATIONS, VOL 179 | 2022年 / 179卷
关键词
Classification; Inductive Conformal Prediction; Rule Learning;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页数:3
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